comparison writeup/ift6266_ml.bib @ 496:e41007dd40e9

make the reference shorter.
author Frederic Bastien <nouiz@nouiz.org>
date Tue, 01 Jun 2010 11:07:25 -0400
parents writeup/ml.bib@2dd6e8962df1
children 7ff00c27c976
comparison
equal deleted inserted replaced
495:5764a2ae1fb5 496:e41007dd40e9
1 %%WARNING: READ THE README FILE BEFORE ANY MODIFICATION!!!
2
3
4 %%submitted papers
5 %%%
6
7 @Article{Bergstra+Bengio+Louradoj-2008sub,
8 author = "J. Bergstra and Y. Bengio and J. Louradour",
9 title = "Suitability of Complex Cell Models for Object Categorization",
10 journal = "Computational Neuroscience",
11 year = "2008",
12 note = "Rejected."
13 }
14 @Article{Bergstra+Bengio+Louradoj-2009sub,
15 author = "J. Bergstra and Y. Bengio and J. Louradour",
16 title = "Suitability of Complex Cell Models for Object Categorization",
17 journal = "Neural Computation",
18 year = "2009",
19 note = "Submitted."
20 }
21 @Article{Chapados+Bengio-2008sub,
22 author = "N. Chapados and Y. Bengio",
23 title = "Forecasting and Trading Commodity Contract Spreads with {G}aussian Processes",
24 journal = "International Journal of Forecasting",
25 year = "2008",
26 note = "Submitted.",
27 }
28 @Article{Chapados+Bengio-2008sub2,
29 author = "N. Chapados and Y. Bengio",
30 title = "Training Graphs of Learning Modules for Sequential Data",
31 journal = "ACM Transactions on Knowledge Discovery from Data",
32 year = "2008",
33 note = "Submitted.",
34 }
35
36 %%%
37 %%accepted or published papers
38 %%%
39
40 @Article{Grother,
41 author = "Grother Patrick J.",
42 title = "NIST special database. Handprinted forms and characters database",
43 publisher = "National institute of standards and technology",
44 year = "1995"
45 }
46
47 @InCollection{Trentin+al-2002,
48 author = "E. Trentin and F. Brugnara and Y. Bengio and C. Furlanello and R. De Mori",
49 editor = "R. Daniloff",
50 booktitle = "Connectionist Approaches to Clinical Problems in Speech
51 and Language",
52 title = "Statistical and Neural Network Models for Speech Recognition",
53 publisher = "Lawrence Erlbaum",
54 pages = "213--264",
55 year = "2002",
56 }
57
58 @InCollection{Bengio+grandvalet-2004,
59 author = "Y. Bengio and Y. Grandvalet",
60 editor = "P. Duchesne and B. Remillard",
61 booktitle = "Statistical Modeling and Analysis for Complex Data Problem",
62 title = "Bias in Estimating the Variance of K-Fold Cross-Validation",
63 publisher = "Lawrence Erlbaum",
64 address = "Kluwer",
65 pages = "75--95",
66 year = "2004",
67 }
68
69 @InCollection{Dugas+al-2004,
70 author = "C. Dugas and Y. Bengio and N. Chapados and P. Vincent and G. Denoncourt and C. Fournier",
71 editor = "L. Jain and A.F. Shapiro",
72 booktitle = "Intelligent and Other Computational Techniques in Insurance: Theory and
73 Applications",
74 title = "Statistical Learning Algorithms Applied to Automobile Insurance Ratemaking",
75 publisher = "World Scientific Publishing Company",
76 year = "2004",
77 }
78
79 @InCollection{Dugas+al-2004-short,
80 author = "C. Dugas and Y. Bengio and N. Chapados and P. Vincent and G. Denoncourt and C. Fournier",
81 booktitle = "Intelligent and Other Computational Techniques in Insurance: Theory and
82 Applications",
83 title = "Statistical Learning Algorithms Applied to Automobile Insurance Ratemaking",
84 publisher = "World Scientific Publishing Company",
85 year = "2004",
86 }
87
88 @inproceedings{Collobert+Bengio+Bengio-2002b,
89 author = "R. Collobert and Y. Bengio and S. Bengio",
90 title = {Scaling Large Learning Problems with Hard Parallel Mixtures},
91 editor = "S.W. Lee and A. Verri",
92 year = 2002,
93 booktitle = SVM02,
94 volume = "2388 of Lecture Notes in Computer Science",
95 publisher = "Springer-Verlag",
96 pages = "8--23",
97 }
98
99 @Article{Collobert+Bengio+Bengio-2003,
100 author = "R. Collobert and Y. Bengio and S. Bengio.",
101 title = "Scaling Large Learning Problems with Hard Parallel Mixtures",
102 journal = ijprai,
103 volume = "17",
104 number = "3",
105 pages = "349--365",
106 year = "2003",
107 }
108
109 @Article{Collobert+Bengio+Bengio-2003-small,
110 author = "R. Collobert and Y. Bengio and S. Bengio.",
111 title = "Scaling Large Learning Problems with Hard Parallel Mixtures",
112 journal = "Int. J. Pattern Recognition and Artificial Intelligence",
113 volume = "17(3)",
114 pages = "349--365",
115 year = "2003",
116 }
117
118 @InProceedings{Bengio+Chapados-2002,
119 author = "Y. Bengio and N. Chapados",
120 title = "Metric-based Model Selection for Time-Series Forecasting",
121 publisher = "IEEE Press",
122 editor = NIPS12ed,
123 booktitle = NIPS12,
124 year = "2002",
125 pages = "13--24",
126 }
127
128 @InProceedings{Bengio+Takeuchi+Kanamori-2002,
129 author = "Y. Bengio and I. Takeuchi and K. Kanamori",
130 title = "The Challenge of Non-Linear Regression on Large Datasets with Asymmetric Heavy Tails",
131 publisher = "American Statistical Association publ.",
132 booktitle = JSM02,
133 year = "2002",
134 pages = "193-205"
135 }
136
137 @InProceedings{Bengio+Takeuchi+Kanamori-2002-short,
138 author = "Y. Bengio and I. Takeuchi and K. Kanamori",
139 title = "The Challenge of Non-Linear Regression on Large Datasets with Asymmetric Heavy Tails",
140 booktitle = JSM02,
141 year = "2002",
142 }
143
144 @InProceedings{Collobert+Bengio+Bengio-2002,
145 author = "R. Collobert ans S. Bengio and Y. Bengio",
146 title = "A Parallel Mixture of {SVM}s for Very Large Scale Problems",
147 booktitle = NIPS14,
148 editor = NIPS14ed,
149 pages = "633--640",
150 year = "2002",
151 }
152
153 @InProceedings{Bhattacharya+Getoor+Bengio-2004,
154 author = "I. Bhattacharya and L. Getoor and Y. Bengio",
155 booktitle = "Conference of the Association for Computational Linguistics (ACL'04)",
156 title = "Unsupervised Sense Disambiguation Using Bilingual Probabilistic Models",
157 year = "2004",
158 }
159 @InProceedings{Boufaden+Bengio+Lapalme-2008,
160 author = "N. Boufaden and Y. Bengio and G. Lapalme",
161 booktitle = "{\em TALN'2004}, Traitement Automatique du Langage Naturel.",
162 title = "Approche statistique pour le repérage de mots informatifs dans les textes oraux",
163 year = "2004",
164 }
165 @InProceedings{Chapados+Bengio-2006,
166 author = "N. Chapados and Y. Bengio",
167 booktitle = AI06,
168 title = "The K Best-Paths Approach to Approximate Dynamic Programming with Application to Portfolio Optimization",
169 pages = "491-502",
170 year = "2006",
171 }
172 @InProceedings{Rivest+Bengio+Kalaska-2005,
173 author = "F. Rivest and Y. Bengio and J. Kalaska",
174 editor = NIPS17ed,
175 booktitle = NIPS17,
176 title = "Brain Inspired Reinforcement Learning",
177 publisher = "MIT Press, Cambridge",
178 address = "Cambridge, MA",
179 pages = "1129-1136",
180 year = "2005",
181 }
182
183 @InProceedings{Bengio+Grandvalet-NIPS-2004,
184 author = "Y. Bengio Y. and Y. Grandvalet",
185 editor = NIPS16ed,
186 booktitle = NIPS16,
187 title = "No Unbiased Estimator of the Variance of K-Fold Cross-Validation",
188 publisher = "MIT Press, Cambridge",
189 address = "Cambridge, MA",
190 year = "2004",
191 }
192
193 @InProceedings{Bengio+Grandvalet-NIPS-2004-short,
194 author = "Y. Bengio Y. and Y. Grandvalet",
195 booktitle = NIPS16,
196 title = "No Unbiased Estimator of the Variance of K-Fold Cross-Validation",
197 publisher = "MIT Press, Cambridge",
198 year = "2004",
199 }
200
201 @article{Zaccaro-et-al-2005,
202 author = {Maria Clara Zaccaro and Hong Boon Lee and Mookda Pattarawarapan and
203 Zebin Xia and Antoine Caron and Pierre-Jean L'Heureux and Yoshua Bengio
204 and Kevin Burgess and H. Uri Saragovi},
205 title = {Selective Small Molecule Peptidomimetic Ligands of {TrkC} and {TrkA} Receptors Afford Discrete or Complete Neurotrophic Activities},
206 journal = {Chemistry \& Biology},
207 volume = 12,
208 number = 9,
209 pages = {1015--1028},
210 year = 2005,
211 }
212
213 @Article{63a:man,
214 author = "B. Mandelbrot",
215 title = "The variation of certain speculative prices",
216 journal = "Journal of Business",
217 volume = "36",
218 pages = "394--419",
219 year = "1963",
220 annote = "Référence pour les distributions stables en finance",
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222
223 @Article{65a:fam,
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225 title = "The behavior of stock market prices",
226 journal = "Journal of Business",
227 volume = "38",
228 pages = "34--105",
229 year = "1965",
230 annote = "Autre référence pour les distributions stables en
231 finance",
232 }
233
234 @Article{96a:cor:gon:har,
235 author = "R. M. Corless and G. H. Gonnet and D. E. G. Hare and
236 D. J. Jeffrey and D. E. Knuth",
237 title = "On the {Lambert} {W} Function",
238 journal = "Advances in Computational Mathematics",
239 volume = "5",
240 pages = "329--359",
241 year = "1996",
242 annote = "Sert à résoudre les équations où une variable et son
243 logarithme (ou exponentielle) apparaissent
244 simultanément",
245 }
246
247 @Book{97b:emb:klu:mik,
248 author = "P. Embrechts and C. Kluppelberg and T. Mikosch",
249 title = "Modelling Extremal Events",
250 publisher = "Springer",
251 year = "1997",
252 series = "Applications of Mathematics, Stochastic Modelling and
253 Applied Probability",
254 annote = "book on evt: theory, statistical methods for gev",
255 }
256
257 @Article{99a:kan:ser,
258 author = "S. Kang and R. F. Serfozo",
259 title = "Extreme values of phase-type and mixed random
260 variables with parallel-processing examples",
261 journal = "Journal of Applied Probability",
262 volume = "36",
263 pages = "194--210",
264 year = "1999",
265 annote = "limiting distribution of the maximum of r.v. i.i.d
266 from a mixture is determined by the component of the
267 mixture that has a dominant tail",
268 }
269
270 @TechReport{Abdallah+Plumbley-06,
271 author = "Samer Abdallah and Mark Plumbley",
272 title = "Geometry Dependency Analysis",
273 number = "C4DM-TR06-05",
274 institution = "Center for Digital Music, Queen Mary, University of
275 London",
276 year = "2006",
277 }
278
279 @Article{Abe+Warmuth92,
280 author = "N. Abe and M. K. Warmuth",
281 title = "On the Computational Complexity of Approximating
282 Distributions by Probabilistic Automata",
283 journal = "Machine Learning",
284 volume = "9",
285 month = jul,
286 year = "1992",
287 }
288
289 @Article{Abu-Mostafa-hints,
290 author = "Y. S. Abu-Mostafa",
291 title = "Learning from Hints in Neural Networks",
292 journal = jcomp,
293 volume = "6",
294 pages = "192--198",
295 year = "1990",
296 }
297
298 @Article{Abu-Mostafa87,
299 author = "Y. S. Abu-Mostafa and D. Psaltis",
300 title = "Optical Neural Computers",
301 journal = sciam,
302 volume = "256",
303 pages = "88--95",
304 month = mar,
305 year = "1987",
306 }
307
308 @Article{Abu-Mostafa89,
309 author = "Y. S. Abu-Mostafa",
310 title = "The {Vapnik}-{Chervonenkis} Dimension: Information
311 versus Complexity in Learning",
312 journal = nc,
313 volume = "1",
314 pages = "312--317",
315 year = "1989",
316 }
317
318 @Article{abumostafa95,
319 author = "Yaser S. Abu-Mostafa",
320 title = "Hints",
321 journal = "Neural Computation",
322 volume = "7",
323 number = "4",
324 pages = "639--671",
325 month = jul,
326 year = "1995",
327 }
328
329 @misc{Ackerman+BenDavid-2008,
330 author = "Margareta Ackerman and Shai Ben-David",
331 title = "Clustering Quality Measures",
332 year = 2008,
333 note = "{\em Snowbird Learning Workshop}",
334 }
335
336 @Article{Ackley85,
337 author = "D. H. Ackley and G. E. Hinton and T. J. Sejnowski",
338 title = "A Learning Algorithm for {Boltzmann} Machines",
339 journal = cogsci,
340 volume = "9",
341 pages = "147--169",
342 year = "1985",
343 }
344
345 @InProceedings{Ackley90,
346 author = "D. H. Ackley and M. S. Littman",
347 editor = NIPS2ed,
348 booktitle = NIPS2,
349 title = "Generalization and Scaling in Reinforcement Learning",
350 publisher = "Morgan Kaufmann, San Mateo",
351 address = "Denver, CO",
352 pages = "550--557",
353 year = "1990",
354 }
355
356 @Article{ACM:Rohwer94,
357 author = "R. Rohwer",
358 title = "The time dimension of neural network models",
359 journal = "ACM Sigart Bulleting",
360 volume = "5",
361 number = "3",
362 pages = "36--44",
363 month = jul,
364 year = "1994",
365 }
366
367 @article{AdelsonBergen1985,
368 author={E. H. Adelson and J. R. Bergen},
369 title={Spatiotemporal Energy Models for the Perception of Motion},
370 journal={Journal of the Optical Society of America},
371 volume=2,
372 number=2,
373 year=1985,
374 pages={284-99},
375 }
376
377 @Article{Agrawala70,
378 author = {Ashok Kumar Agrawala},
379 title = {Learning with a Probabilistic Teacher},
380 journal = {IEEE Transactions on Information Theory},
381 year = 1970,
382 volume = 16,
383 pages = {373-379}
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385
386 @Article{Ahalt90,
387 author = "S. C. Ahalt and A. K. Krishnamurthy and P. Chen and D.
388 E. Melton",
389 title = "Competitive Learning Algorithms for Vector
390 Quantization",
391 journal = nn,
392 volume = "3",
393 pages = "277--290",
394 year = "1990",
395 }
396
397 @InProceedings{Ahmad93,
398 author = "S. Ahmad and V. Tresp",
399 editor = NIPS5ed,
400 booktitle = NIPS5,
401 title = "Some Solutions to the Missing Feature Problem in
402 Vision",
403 publisher = "Morgan Kaufman Publishers",
404 address = "San Mateo, CA",
405 year = "1993",
406 }
407
408 @inproceedings{Ahmed2008,
409 author = {Amr Ahmed and Kai Yu and Wei Xu and Yihong Gong and Eric P. Xing},
410 booktitle = {Proceedings of the 10th European Conference on Computer Vision (ECCV'08)},
411 title = {Training Hierarchical Feed-forward Visual Recognition Models Using Transfer Learning from Pseudo Tasks},
412 year = 2008,
413 pages = "69--82",
414 }
415
416 @article{AitchisonJ1976,
417 author = {John Aitchison and Colin Aitken},
418 journal = {Biometrika},
419 number = {3},
420 pages = {413--420},
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422 volume = {63},
423 year = {1976}
424 }
425
426 @Article{Aizerman64,
427 author = "Mark A. Aizerman and Emmanuel M. Braverman and Lev I.
428 Rozonoer",
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430 Method in Pattern Recognition Learning",
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432 volume = "25",
433 pages = "821--837",
434 year = "1964",
435 }
436
437 @Article{Ajtai83,
438 author = "Miklos Ajtai",
439 title = "$\sum_1^1$-formulae on finite structures",
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441 volume = "24",
442 number = "1",
443 pages = "1--48",
444 year = "1983",
445 }
446
447 @Article{Akaike74,
448 author = "H. Akaike",
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450 journal = ieeeac,
451 volume = "AC-19",
452 number = "6",
453 pages = "716--728",
454 year = "1974",
455 }
456
457 @Article{Al-Mashouq-hints,
458 author = "K. A. Al-Mashouq and I. S. Reed",
459 title = "Including Hints in Training Neural Nets",
460 journal = nc,
461 volume = "3",
462 number = "4",
463 pages = "418--430",
464 year = "1991",
465 }
466
467 @Book{Aleksander:90,
468 author = "I. Aleksander and H. Morton",
469 title = "An Introduction to Neural Computing",
470 publisher = "Chapman and Hall",
471 address = "London",
472 year = "1990",
473 keywords = "",
474 }
475
476 @InProceedings{Aleksander:93,
477 author = "I. Aleksander and H. Morton",
478 editor = "J. Mira and J. Cabestany and A. Prieto",
479 booktitle = "New Trends in Neural Computation: Proc. of the
480 International Workshop on Artificial Neural Networks
481 IWANN'93",
482 title = "A Neural State Machine for Iconic Language
483 Representation",
484 publisher = "Springer",
485 address = "Berlin, Heidelberg",
486 pages = "84--89",
487 year = "1993",
488 keywords = "",
489 }
490
491 @InProceedings{Allender96,
492 author = "Eric Allender",
493 booktitle = "16th Annual Conference on Foundations of Software
494 Technology and Theoretical Computer Science",
495 title = "Circuit Complexity Before the Dawn of the New
496 Millennium",
497 publisher = "Lecture Notes in Computer Science 1180, Springer
498 Verlag",
499 pages = "1--18",
500 year = "1996",
501 }
502
503 @InProceedings{Alleva93,
504 author = "F. Alleva and X. Huang and M. Y. Hwang",
505 booktitle = icassp,
506 title = "An improved search algorithm using incremental
507 knowledge for continuous speech recognition",
508 address = "Minneapolis, Minnesota",
509 pages = "307--310",
510 year = "1993",
511 }
512
513 @Book{Allgower80,
514 author = "E. L. Allgower and K. Georg",
515 title = "Numerical Continuation Methods. {A}n Introduction",
516 number = "13",
517 publisher = "Springer-Verlag",
518 year = "1980",
519 series = "Springer Series in Computational Mathematics",
520 }
521
522 @Book{Allgower80-short,
523 author = "E. L. Allgower and K. Georg",
524 title = "Numerical Continuation Methods. {A}n Introduction",
525 publisher = "Springer-Verlag",
526 year = "1980",
527 }
528
529 @InProceedings{Almeida87,
530 author = "L. B. Almeida",
531 editor = "M. Caudill and C. Butler",
532 booktitle = icnn,
533 title = "A Learning Rule for Asynchronous Perceptrons with
534 Feedback in a Combinatorial Environment",
535 volume = "2",
536 publisher = "IEEE, New York",
537 address = "San Diego 1987",
538 pages = "609--618",
539 year = "1987",
540 }
541
542 @InProceedings{Almeida88,
543 author = "L. B. Almeida",
544 editor = "R. Eckmiller and Ch. von der Malsburg",
545 booktitle = "Neural Computers",
546 title = "Backpropagation in Perceptrons with Feedback",
547 publisher = "Springer-Verlag, Berlin",
548 address = "Neuss 1987",
549 pages = "199--208",
550 year = "1988",
551 }
552
553 @inproceedings{Almuallim+Dietterich-1991,
554 address = {Anaheim, California},
555 author = {Almuallim, H. and Dietterich, T. G.},
556 booktitle = {Proceedings of the Ninth National Conference on Artificial Intelligence},
557 pages = {547--552},
558 publisher = {AAAI Press},
559 title = {Learning with many irrelevant features},
560 url = "http://citeseer.ist.psu.edu/almuallim91learning.html",
561 volume = {2},
562 year = {1991}
563 }
564
565 @article{Almuallim+Dietterich-1994,
566 author = "Hussein Almuallim and Thomas G. Dietterich",
567 title = "Learning Boolean Concepts in the Presence of Many Irrelevant Features",
568 journal = "Artificial Intelligence",
569 volume = "69",
570 number = "1-2",
571 pages = "279-305",
572 year = "1994",
573 url = "citeseer.ist.psu.edu/almuallim94learning.html"
574 }
575
576
577 @InProceedings{Alspector87,
578 author = "J. Alspector and R. B. Allen",
579 editor = "P. Losleben",
580 booktitle = "Advanced Research in VLSI: Proceedings of the 1987
581 Stanford Conference",
582 title = "A Neuromorphic {VLSI} Learning System",
583 publisher = "MIT Press, Cambridge",
584 pages = "313--349",
585 year = "1987",
586 }
587
588 @InProceedings{Alspector88,
589 author = "J. Alspector and R. B. Allen and V. Hu and S.
590 Satyanarayana",
591 editor = nips87ed,
592 booktitle = nips87,
593 title = "Stochastic Learning Networks and Their Electronic
594 Implementation",
595 publisher = "American Institute of Physics, New York",
596 address = "Denver, CO",
597 pages = "9--21",
598 year = "1988",
599 }
600
601 @Article{Amari+Wu-99,
602 author = "S. Amari and S. Wu",
603 title = "Improving {Support} {Vector} {Machine} classifiers by
604 modifying kernel functions",
605 journal = "Neural Networks",
606 volume = "12",
607 pages = "783--789",
608 year = "1999",
609 }
610
611 @Article{amari00adaptive,
612 author = "{Shun-ichi} Amari and Hyeyoung Park and Kenji Fukumizu",
613 title = "Adaptive Method of Realizing Natural Gradient Learning
614 for Multilayer Perceptrons",
615 journal = "Neural Computation",
616 volume = "12",
617 number = "6",
618 pages = "1399--1409",
619 year = "2000",
620 URL = "citeseer.ist.psu.edu/amari98adaptive.html",
621 }
622
623 @Article{Amari77,
624 author = "S. A. Amari",
625 title = "Dynamics of Pattern Formation in Lateral-Inhibition
626 Type Neural Fields",
627 journal = biocyb,
628 volume = "27",
629 pages = "77--87",
630 year = "1977",
631 }
632
633 @Article{Amari80,
634 author = "S. A. Amari",
635 title = "Topographic Organization of Nerve Fields",
636 journal = bmbiol,
637 volume = "42",
638 pages = "339--364",
639 year = "1980",
640 }
641
642 @Article{amari98natural,
643 author = "{Shun-ichi} Amari",
644 title = "Natural Gradient Works Efficiently in Learning",
645 journal = "Neural Computation",
646 volume = "10",
647 number = "2",
648 pages = "251--276",
649 year = "1998",
650 URL = "citeseer.ist.psu.edu/article/amari98natural.html",
651 }
652
653 @Article{Amari99,
654 author = "S. Amari and S. Wu",
655 title = "Improving Support Vector Machine Classifiers by
656 Modifying Kernel Functions",
657 journal = "Neural Networks",
658 volume = "12",
659 number = "6",
660 pages = "783--789",
661 year = "1999",
662 }
663
664 @article{AmariS1997,
665 author = {{Shun-ichi} Amari and Noboru Murata and Klaus-Robert M{\"u}ller and Michael Finke and Howard Hua Yang },
666 journal = {IEEE Transactions on Neural Networks},
667 keywords = {regularization},
668 number = {5},
669 pages = {985--996},
670 title = {Asymptotic statistical theory of overtraining and cross-validation},
671 volume = {8},
672 year = {1997}
673 }
674
675 @InProceedings{amaya01improvement,
676 author = "Fredy A. Amaya and Jose-Miguel Bened\`{i}",
677 booktitle = "Meeting of the Association for Computational
678 Linguistics",
679 title = "Improvement of a Whole Sentence Maximum Entropy
680 Language Model Using Grammatical Features",
681 pages = "10--17",
682 year = "2001",
683 URL = "citeseer.nj.nec.com/505752.html",
684 }
685
686 @InProceedings{BoufadenLapalmeBengio2001,
687 author = "N. Boufaden and Lapalme G. and Bengio Y.",
688 booktitle = "Proceedings of the Natural Language Pacific Rim Symposium, NLPRS-01",
689 title = "Topic segmentation: First Stage of Dialogue-Based Information extraction Process",
690 year = "2001",
691 }
692
693 @Article{Amit85a,
694 author = "D. Amit and H. Gutfreund and H. Sompolinsky",
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700 }
701
702 @Article{Amit85b,
703 author = "D. Amit and H. Gutfreund and H. Sompolinsky",
704 title = "Storing Infinite Numbers of Patterns in a Spin-Glass
705 Model of Neural Networks",
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711
712 @Article{Amit87a,
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721
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1488
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1507
1508 @Article{bassiouni95,
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1514 number = "1",
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1518
1519 @Article{Basu94,
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1528
1529 @Article{battiti-89,
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1538
1539 @InProceedings{battiti-masulli-90,
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1554 volume = "4",
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1564 Supervised Neural Net Learning",
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1570 }
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1572 @article{Baudat+Anouar-2000,
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1579 issn = {0899-7667},
1580 pages = {2385--2404},
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1629 @InProceedings{Baum86,
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1633 title = "Towards Practical ``Neural'' Computation for
1634 Combinatorial Optimization Problems",
1635 publisher = "American Institute of Physics, New York",
1636 address = "Snowbird 1986",
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1640
1641 @InProceedings{Baum88,
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1644 booktitle = nips87,
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1646 Neural Networks",
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1652
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1659 year = "1989",
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1662 @Article{BaumNote,
1663 author = "E. B. Baum",
1664 title = "Review of {J}. {S}. {Judd}'s book {\em {Neural}
1665 {Network} {Design} and the {Complexity} of
1666 {Learning}}",
1667 journal = ieeetrnn,
1668 volume = "2",
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1672 }
1673
1674 @Article{baxter00,
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1685 booktitle = colt95,
1686 title = "Learning Internal Representations",
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1688 address = "Santa Cruz, California",
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1691 url = "http://citeseer.ist.psu.edu/baxter95learning.html",
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1693
1694 @Unpublished{baxter95b,
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1696 title = "The Canonical Metric for Vector Quantization",
1697 year = "1995",
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1700
1701 @InProceedings{baxter96,
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1703 editor = NIPS8ed,
1704 booktitle = NIPS8,
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1708 address = "Cambridge, MA",
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1723 @Article{baxter97a,
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1727 journal = "Machine Learning",
1728 volume = "28",
1729 pages = "7--40",
1730 year = "1997",
1731 }
1732
1733 @InProceedings{Becker89,
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1735 editor = "D. Touretzky and G. Hinton and T. Sejnowski",
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1737 title = "Improving the Convergence of Back-Propagation Learning
1738 with Second Order Methods",
1739 publisher = "Morgan Kaufmann, San Mateo",
1740 address = "Pittsburg 1988",
1741 pages = "29--37",
1742 year = "1989",
1743 }
1744
1745 @InProceedings{Belkin+al-2004,
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1747 editor = "John Shawe-Taylor and Yoram Singer",
1748 booktitle = colt04,
1749 title = "Regularization and Semi-supervised Learning on Large
1750 Graphs",
1751 publisher = "Springer",
1752 pages = "624-638",
1753 year = "2004",
1754 }
1755
1756 @InProceedings{Belkin+Niyogi-2002,
1757 author = "Mikhail Belkin and Partha Niyogi",
1758 editor = NIPS14ed,
1759 booktitle = NIPS14,
1760 title = "Laplacian Eigenmaps and Spectral Techniques for
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1763 address = "Cambridge, MA",
1764 year = "2002",
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1767
1768 @TechReport{Belkin+Niyogi-2002-01,
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1773 institution = "University of Chicago, Computer Science",
1774 year = "2002",
1775 }
1776
1777 @TechReport{Belkin+Niyogi-2002-ss,
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1780 number = "TR-2002-12",
1781 institution = "University of Chicago, Computer Science",
1782 year = "2002",
1783 }
1784
1785 @Article{Belkin+Niyogi-2003,
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1790 volume = "15",
1791 number = "6",
1792 pages = "1373--1396",
1793 year = "2003",
1794 }
1795
1796 @InProceedings{Belkin+Niyogi-nips2003,
1797 author = "Mikhail Belkin and Partha Niyogi",
1798 editor = NIPS15ed,
1799 booktitle = NIPS15,
1800 title = "Using Manifold Structure for Partially Labeled
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1802 publisher = "{MIT} Press",
1803 address = "Cambridge, MA",
1804 year = "2003",
1805 }
1806
1807 @article{BelkinM2006,
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1809 author = {Belkin, Mikhail and Niyogi, Partha and Sindhwani, Vikas },
1810 issn = {1533-7928},
1811 journal = jmlr,
1812 pages = {2399--2434},
1813 publisher = {MIT Press},
1814 title = {Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples},
1815 volume = {7},
1816 year = {2006}
1817 }
1818
1819 @Article{Bell-Sejnowski95,
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1821 title = "An information maximisation approach to blind
1822 separation and blind deconvolution",
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1829
1830 @InProceedings{Bellagarda+Nahamoo89,
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1832 booktitle = icassp,
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1844 language modeling",
1845 address = "Rhodes, Greece",
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1847 year = "1997",
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1849
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1853 publisher = "Princeton University Press",
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1858 @Book{Bellman61,
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1860 title = "Adaptive Control Processes: {A} Guided Tour",
1861 publisher = "Princeton University Press",
1862 address = "New Jersey",
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1865
1866 @Book{Bellman74,
1867 author = "R. Bellman",
1868 title = "Introduction to Matrix Analysis",
1869 publisher = "McGraw-Hill",
1870 address = "New York, NY",
1871 edition = "2nd",
1872 year = "1974",
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1874
1875 @InProceedings{ben-david03,
1876 author = "Shai Ben-David and Reba Schuller",
1877 booktitle = colt03,
1878 title = "Exploiting Task Relatedness for Mulitple Task
1879 Learning.",
1880 crossref = "colt03",
1881 pages = "567--580",
1882 year = "2003",
1883 }
1884
1885 @InProceedings{BenDucVin01,
1886 author = "Yoshua Bengio and R\'ejean Ducharme and Pascal
1887 Vincent",
1888 editor = NIPS13ed,
1889 booktitle = NIPS13,
1890 title = "A Neural Probabilistic Language Model",
1891 publisher = "MIT Press",
1892 pages = "932--938",
1893 year = "2001",
1894 }
1895
1896 @InProceedings{BenDucVin01-small,
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1898 Vincent",
1899 editor = "Todd K. Leen and Thomas G. Dietterich and Volker
1900 Tresp",
1901 booktitle = "Advances in NIPS 13",
1902 title = "A Neural Probabilistic Language Model",
1903 publisher = "MIT Press",
1904 pages = "932--938",
1905 year = "2001",
1906 }
1907
1908 @InProceedings{BenDucVin01-short,
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1910 booktitle = "Adv. Neural Inf. Proc. Sys. 13",
1911 title = "A Neural Probabilistic Language Model",
1912 pages = "932--938",
1913 year = "2001",
1914 }
1915
1916 @TechReport{Bengio+al-2004,
1917 author = "Yoshua Bengio and Olivier Delalleau and Nicolas {Le Roux}",
1918 title = "Efficient Non-Parametric Function Induction in
1919 Semi-Supervised Learning",
1920 number = "1247",
1921 institution = "D\'epartement d'informatique et recherche
1922 op\'erationnelle, Universit\'e de Montr\'eal",
1923 year = "2004",
1924 }
1925
1926 @InCollection{Bengio+al-2005,
1927 author = "Yoshua Bengio and Nicolas {Le Roux} and Pascal Vincent and
1928 Olivier Delalleau and Patrice Marcotte",
1929 editor = NIPS18ed,
1930 booktitle = NIPS18,
1931 title = "Convex Neural Networks",
1932 publisher = "MIT Press",
1933 address = "Cambridge, MA",
1934 pages = "123--130",
1935 year = "2006",
1936 }
1937
1938 @InCollection{Bengio+al-2005-small,
1939 author = "Yoshua Bengio and Nicolas {Le Roux} and Pascal Vincent
1940 and Olivier Delalleau and Patrice Marcotte",
1941 booktitle = "NIPS 18",
1942 title = "Convex Neural Networks",
1943 publisher = "MIT Press",
1944 address = "Cambridge, MA",
1945 pages = "123--130",
1946 year = "2006",
1947 }
1948
1949 @InCollection{Bengio+al-spectral-2006-short,
1950 author = "Yoshua Bengio and Olivier Delalleau and Nicolas {Le
1951 Roux} and Jean-Francois Paiement and Pascal Vincent
1952 and Marie Ouimet",
1953 editor = "Isabelle Guyon and Steve Gunn and Masoud Nikravesh and
1954 Lofti Zadeh",
1955 booktitle = "Feature Extraction, Foundations and Applications",
1956 title = "Spectral Dimensionality Reduction",
1957 publisher = "Springer",
1958 year = "2006",
1959 }
1960
1961 @InProceedings{Bengio+Bengio-NIPS99,
1962 author = "Yoshua Bengio and Samy Bengio",
1963 editor = NIPS12ed,
1964 booktitle = NIPS12,
1965 title = "Modeling High-Dimensional Discrete Data with
1966 Multi-Layer Neural Networks",
1967 publisher = "MIT Press",
1968 pages = "400--406",
1969 year = "2000",
1970 }
1971
1972 @Article{Bengio+Bengio-trnn2000,
1973 author = "S. Bengio and Y. Bengio",
1974 title = "Taking on the Curse of Dimensionality in Joint
1975 Distributions Using Neural Networks",
1976 journal = "IEEE Transactions on Neural Networks, special issue on
1977 Data Mining and Knowledge Discovery",
1978 volume = "11",
1979 number = "3",
1980 pages = "550--557",
1981 year = "2000",
1982 url = "http://www.iro.umontreal.ca/~lisa/pointeurs/jdm.pdf",
1983 }
1984
1985 @Article{Bengio+Bengio-trnn2000-small,
1986 author = "S. Bengio and Y. Bengio",
1987 title = "Taking on the Curse of Dimensionality in Joint
1988 Distributions Using Neural Networks",
1989 journal = "IEEE Trans. Neural Networks",
1990 volume = "11",
1991 number = "3",
1992 pages = "550--557",
1993 year = "2000",
1994 url = "http://www.iro.umontreal.ca/~lisa/pointeurs/jdm.pdf",
1995 }
1996
1997 @Article{Bengio+Chapados2003,
1998 author = "Yoshua Bengio and Nicolas Chapados",
1999 title = "Extensions to Metric-Based Model Selection",
2000 journal = jmlr,
2001 volume = "3",
2002 pages = "1209--1227",
2003 month = mar,
2004 year = "2003",
2005 note = "Special Issue on Feature Selection",
2006 }
2007
2008 @TechReport{Bergstra-TR2008,
2009 author = "James Bergstra and Yoshua Bengio and Jerome Louradour",
2010 title = "Image Classification with Biologically Motivated Neuron Models",
2011 number = "---",
2012 institution = "Dept. IRO, Universit\'e de Montr\'eal",
2013 year = "2008",
2014 }
2015
2016 @article{Bergstra-2009,
2017 author = "James Bergstra and Yoshua Bengio and Jerome Louradour",
2018 title = "Suitability of Complex Cell Models for Object Categorization",
2019 journal = {Computational Neuroscience},
2020 publisher = "submitted",
2021 year = 2008,
2022 }
2023
2024 @TechReport{Bengio+Frasconi94a,
2025 author = "Y. Bengio and P. Frasconi",
2026 title = "An {EM} Approach to Learning Sequential Behavior",
2027 number = "Tech. Report. DSI 11/94",
2028 institution = "Universit\`a di Firenze",
2029 year = "1994",
2030 }
2031
2032 @article{Bengio-nc-2004,
2033 author = {Yoshua Bengio and Olivier Delalleau and Nicolas Le Roux and Jean-François Paiement and Pascal Vincent and Marie Ouimet},
2034 title = {Learning eigenfunctions links spectral embedding and kernel {PCA}},
2035 journal = {Neural Computation},
2036 volume = 16,
2037 number = 10,
2038 year = 2004,
2039 pages = {2197--2219},
2040 }
2041
2042 @article{Bengio-nc-2004-small,
2043 author = {Yoshua Bengio and Olivier Delalleau and Nicolas Le Roux and Jean-François Paiement and Pascal Vincent and Marie Ouimet},
2044 title = {{\small{Learning eigenfunctions links spectral embedding and kernel {PCA}}}},
2045 journal = {Neural Comp.},
2046 volume = {16(10)},
2047 year = 2004,
2048 pages = {2197--2219},
2049 }
2050
2051 @Article{Bengio+Grandvalet-JMLR-2004,
2052 author = "Yoshua Bengio and Yves Grandvalet",
2053 title = "No Unbiased Estimator of the Variance of {K}-Fold
2054 Cross-Validation",
2055 journal = jmlr,
2056 volume = "5",
2057 pages = "1089--1105",
2058 year = "2004",
2059 }
2060
2061 @TechReport{Bengio+Grandvalet-TR-2003,
2062 author = "Yoshua Bengio and Yves Grandvalet",
2063 title = "No Unbiased Estimator of the Variance of {K}-Fold
2064 Cross-Validation",
2065 number = "TR-2003-1234",
2066 institution = "Universite de Montreal, dept. IRO",
2067 year = "2003",
2068 }
2069
2070 @InCollection{Bengio+Lecun-chapter2007,
2071 author = "Yoshua Bengio and Yann {LeCun}",
2072 editor = "L. Bottou and O. Chapelle and D. DeCoste and J.
2073 Weston",
2074 booktitle = "Large Scale Kernel Machines",
2075 title = "Scaling Learning Algorithms towards {AI}",
2076 publisher = "MIT Press",
2077 year = "2007",
2078 }
2079
2080 @InCollection{Bengio+Lecun-chapter2007-small,
2081 author = "Y. Bengio and Y. {LeCun}",
2082 booktitle = "Large Scale Kernel Machines",
2083 title = "Scaling Learning Algorithms towards {AI}",
2084 year = "2007",
2085 }
2086
2087 @InProceedings{Bengio+LeCun94b,
2088 author = "Yoshua Bengio and Yann {LeCun}",
2089 booktitle = ICPR94,
2090 title = "Word Normalization For On-Line Handwritten Word
2091 Recognition",
2092 pages = "409--413",
2093 year = "1994",
2094 }
2095
2096 @Article{Bengio+Monperrus+Larochelle-2006,
2097 author = "Yoshua Bengio and Martin Monperrus and Hugo
2098 Larochelle",
2099 title = "Nonlocal Estimation of Manifold Structure",
2100 journal = "Neural Computation",
2101 volume = "18",
2102 number = "10",
2103 pages = "2509--2528",
2104 year = "2006",
2105 }
2106
2107 @InProceedings{Bengio+Monperrus-2005,
2108 author = "Yoshua Bengio and Martin Monperrus",
2109 editor = NIPS17ed,
2110 booktitle = NIPS17,
2111 title = "Non-Local Manifold Tangent Learning",
2112 publisher = "{MIT} Press",
2113 year = "2005",
2114 pages = "129--136",
2115 url = "http://www.iro.umontreal.ca/~lisa/pointeurs/tangent\_learner\_nips2004.pdf",
2116 }
2117
2118 @InProceedings{Bengio+Senecal-2003-small,
2119 author = "Yoshua Bengio and Jean-S\'ebastien Sen\'ecal",
2120 booktitle = "Proceedings of AISTATS 2003",
2121 title = "Quick Training of Probabilistic Neural Nets by
2122 Importance Sampling",
2123 year = "2003",
2124 }
2125
2126 @TechReport{Bengio+Vincent+Paiement-TR2003,
2127 author = "Yoshua Bengio and Pascal Vincent and Jean-Fran{\cc}ois
2128 Paiement",
2129 title = "Learning Eigenfunctions of Similarity: Linking
2130 Spectral Clustering and Kernel {PCA}",
2131 number = "1232",
2132 institution = "D\'epartement d'informatique et recherche
2133 op\'erationnelle, Universit\'e de Montr\'eal",
2134 year = "2003",
2135 URL = "www.iro.umontreal.ca/~lisa/pointeurs/TR1232.pdf",
2136 }
2137
2138 @TechReport{Bengio-decision-trees-TR-2007,
2139 author = "Yoshua Bengio and Olivier Delalleau and Clarence
2140 Simard",
2141 title = "Trees do not Generalize to New Variations",
2142 number = "",
2143 institution = "D\'epartement d'informatique et recherche
2144 op\'erationnelle, Universit\'e de Montr\'eal",
2145 year = "2007",
2146 }
2147
2148 @TechReport{Bengio-decision-trees07,
2149 author = "Yoshua Bengio and Olivier Delalleau and Clarence
2150 Simard",
2151 title = "Decision Trees do not Generalize to New Variations",
2152 number = "1304",
2153 institution = "Universite de Montreal, Dept. IRO",
2154 year = "2007",
2155 url = "http://www.iro.umontreal.ca/~lisa/pointeurs/bengio+al-tr1304.pdf",
2156 }
2157
2158 %I deprecate the following one as this is a duplicate of the preceding tech report!
2159 %Their was only one .tex file that was using it. I modified it.
2160 @TechReport{Bengio-Trees-TR2007,
2161 author = "Yoshua Bengio and Olivier Delalleau and Clarence
2162 Simard",
2163 title = "Decision Trees do not Generalize to New Variations",
2164 number = "1304",
2165 institution = "Dept. IRO, Universit\'e de Montr\'eal",
2166 year = "2007",
2167 url = "http://www.iro.umontreal.ca/~lisa/pointeurs/bengio+al-tr1304.pdf",
2168 }
2169
2170 @Article{Bengio-hmms99,
2171 author = "Yoshua Bengio",
2172 title = "Markovian Models for Sequential Data",
2173 journal = "Neural Computing Surveys",
2174 volume = "2",
2175 pages = "129--162",
2176 year = "1999",
2177 }
2178
2179 @Article{bengio-hyper-NC00,
2180 author = "Yoshua Bengio",
2181 title = "Gradient-Based Optimization of Hyperparameters",
2182 journal = "Neural Computation",
2183 volume = "12",
2184 number = "8",
2185 pages = "1889--1900",
2186 year = "2000",
2187 }
2188
2189 @TechReport{bengio-hyper-TR98,
2190 author = "Yoshua Bengio",
2191 title = "Continuous Optimization of Hyper-Parameters for
2192 Non-{IID} Data",
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2194 op\'erationnelle, Universit\'e de Montr\'eal",
2195 year = "1998",
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2197 }
2198
2199 @Article{Bengio-Hyper-Weight-Decay-nips,
2200 author = "Simon Latendresse and Yoshua Bengio",
2201 title = "Linear Regression and the Optimization of
2202 Hyper-Parameters",
2203 journal = "submitted to NIPS'99",
2204 year = "1999",
2205 }
2206
2207 @TechReport{Bengio-Hyper-Weight-Decay-TR,
2208 author = "Yoshua Bengio and Simon Latendresse",
2209 title = "Soft Variable Selection with Numerical Optimization of
2210 Weight Decays",
2211 institution = "D\'epartement d'informatique et recherche
2212 op\'erationnelle, Universit\'e de Montr\'eal",
2213 year = "1999",
2214 note = "in preparation",
2215 }
2216
2217 @Article{Bengio-ijns97,
2218 author = "Yoshua Bengio",
2219 title = "Using a Financial Training Criterion Rather than a
2220 Prediction Criterion",
2221 journal = "International Journal of Neural Systems",
2222 year = "1997",
2223 volume = {8},
2224 number = {4},
2225 note = "Special issue on noisy time-series",
2226 pages = {433--443},
2227 URL = "www.iro.umontreal.ca/~lisa/pointeurs/profitcost.ps",
2228 }
2229
2230 @Article{Bengio-IEEETRNN-2001,
2231 author = "Yoshua Bengio and Vincent-Philippe Lauzon and R\'ejean
2232 Ducharme",
2233 title = "Experiments on the Application of {IOHMM}s to Model
2234 Financial Returns Series",
2235 journal = ieeetrnn,
2236 volume = 12,
2237 number = 1,
2238 pages = {113--123},
2239 year = "2001",
2240 }
2241
2242 @InProceedings{Bengio-Larochelle-NLMP-NIPS-2006,
2243 author = "Yoshua Bengio and Hugo Larochelle and Pascal Vincent",
2244 editor = NIPS18ed,
2245 booktitle = NIPS18,
2246 title = "Non-Local Manifold Parzen Windows",
2247 publisher = "MIT Press",
2248 pages = "115--122",
2249 year = "2006",
2250 }
2251
2252 @TechReport{Bengio-Larochelle-NLMP-TR-2005,
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2256 institution = "D\'epartement d'informatique et recherche
2257 op\'erationnelle, Universit\'e de Montr\'eal",
2258 year = "2005",
2259 }
2260
2261 %have been rejected and later accepted to NIPS in Bengio-localfailure-NIPS-2006
2262 @InProceedings{Bengio-localfailure-icml-2005,
2263 author = "Yoshua Bengio and Olivier Delalleau and Nicolas {Le
2264 Roux}",
2265 booktitle = "submitted to ICML 2005",
2266 title = "The Curse of Dimensionality for Local Kernel
2267 Machines",
2268 year = "2005",
2269 }
2270
2271 @InCollection{Bengio-localfailure-NIPS-2006,
2272 author = "Yoshua Bengio and Olivier Delalleau and Nicolas {Le Roux}",
2273 editor = NIPS18ed,
2274 booktitle = NIPS18,
2275 title = "The Curse of Highly Variable Functions for Local
2276 Kernel Machines",
2277 publisher = "{MIT} Press",
2278 address = "Cambridge, MA",
2279 pages = "107--114",
2280 year = "2006",
2281 }
2282
2283 @InCollection{Bengio-localfailure-NIPS-2006-small,
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2286 title = "The Curse of Highly Variable Functions for Local
2287 Kernel Machines",
2288 publisher = "{MIT} Press",
2289 address = "Cambridge, MA",
2290 pages = "107--114",
2291 year = "2006",
2292 }
2293
2294 @InProceedings{Bengio-localfailure-snowbird-2005,
2295 author = "Yoshua Bengio and Olivier Delalleau and Nicolas {Le
2296 Roux}",
2297 booktitle = "The Learning Workshop",
2298 title = "The Curse of Dimensionality for Local Kernel
2299 Machines",
2300 address = "Snowbird, Utah",
2301 year = "2005",
2302 }
2303
2304 @InProceedings{HonglakLee-2007,
2305 author = "Honglak Lee and Alexis Battle and Rajat Raina and Andrew Ng",
2306 editor = NIPS19ed,
2307 booktitle = NIPS19,
2308 title = "Efficient sparse coding algorithms",
2309 publisher = "MIT Press",
2310 pages = "801--808",
2311 year = "2007",
2312 }
2313
2314 @InProceedings{Bengio-nips-2006-small,
2315 author = "Y. Bengio and P. Lamblin and D. Popovici and
2316 H. Larochelle",
2317 booktitle = "Advances in NIPS 19",
2318 title = "Greedy Layer-Wise Training of Deep Networks",
2319 year = "2007",
2320 }
2321
2322 @InProceedings{Bengio-nips-2006-short,
2323 author = "Y. Bengio and P. Lamblin and D. Popovici and
2324 H. Larochelle",
2325 booktitle = "Adv. Neural Inf. Proc. Sys. 19",
2326 title = "Greedy Layer-Wise Training of Deep Networks",
2327 pages = "153--160",
2328 year = "2007",
2329 }
2330
2331 @InProceedings{Bengio-nips2004,
2332 author = "Yoshua Bengio and Jean-Fran\c{cois} Paiement and Pascal
2333 Vincent and Olivier Delalleau and Nicolas {Le Roux} and
2334 Marie Ouimet",
2335 editor = NIPS16ed,
2336 booktitle = NIPS16,
2337 title = "Out-of-Sample Extensions for {LLE}, {Isomap}, {MDS},
2338 {Eigenmaps}, and {Spectral} {Clustering}",
2339 publisher = "MIT Press",
2340 year = "2004",
2341 }
2342
2343 @InProceedings{Bengio-nips2003,
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2345 Vincent and Olivier Delalleau and Nicolas {Le Roux} and
2346 Marie Ouimet",
2347 editor = NIPS16ed,
2348 booktitle = NIPS16,
2349 title = "Out-of-Sample Extensions for {LLE}, {Isomap}, {MDS},
2350 {Eigenmaps}, and {Spectral} {Clustering}",
2351 publisher = "MIT Press",
2352 year = "2004",
2353 }
2354
2355 @InCollection{Bengio-NIPS2007,
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2357 Hugo Larochelle",
2358 editor = NIPS19ed,
2359 booktitle = NIPS19,
2360 title = "Greedy Layer-Wise Training of Deep Networks",
2361 publisher = "MIT Press",
2362 pages = "153--160",
2363 year = "2007",
2364 }
2365
2366 @InProceedings{Bengio-nnlm2001,
2367 author = "Yoshua Bengio and R{\'e}jean Ducharme and Pascal Vincent",
2368 editor = NIPS13ed,
2369 booktitle = NIPS13,
2370 title = "A Neural Probabilistic Language Model",
2371 publisher = "{MIT} Press",
2372 pages = "933--938",
2373 year = "2001",
2374 url = "http://www.iro.umontreal.ca/~lisa/pointeurs/nips00-lm.ps",
2375 }
2376
2377 @Article{Bengio-nnlm2003,
2378 author = "Yoshua Bengio and R{\'e}jean Ducharme and Pascal Vincent
2379 and Christian Jauvin",
2380 title = "A Neural Probabilistic Language Model",
2381 journal = jmlr,
2382 volume = "3",
2383 pages = "1137--1155",
2384 year = "2003",
2385 }
2386
2387 @Article{Bengio-nnlm2003-small,
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2389 and C. Jauvin",
2390 title = "A Neural Probabilistic Language Model",
2391 journal = "JMLR",
2392 volume = "3",
2393 pages = "1137--1155",
2394 year = "2003",
2395 }
2396
2397 @Article{Bengio-NonStat-Hyper-ML,
2398 author = "Yoshua Bengio and Charles Dugas",
2399 title = "Learning Simple Non-Stationarities with
2400 Hyper-Parameters",
2401 journal = "submitted to Machine Learning",
2402 year = "1999",
2403 }
2404
2405 @Article{Bengio-prel92,
2406 author = "Y. Bengio and M. Gori and R. \mbox{De Mori}",
2407 title = "Learning the Dynamic Nature of Speech with
2408 Back-propagation for Sequences",
2409 journal = prel,
2410 volume = "13",
2411 number = "5",
2412 pages = "375--385",
2413 year = "1992",
2414 note = "(Special issue on Artificial Neural Networks)",
2415 }
2416
2417 @Article{Bengio-2008,
2418 author = "Yoshua Bengio",
2419 title = "Learning Deep Architectures for {AI}",
2420 journal = {Foundations and Trends in Machine Learning},
2421 year = "2009",
2422 volume = {to appear},
2423 }
2424
2425 @Article{Bengio-2009-short,
2426 author = "Y. Bengio",
2427 title = "Learning Deep Architectures for {AI}",
2428 journal = {Foundations \& Trends in Mach. Learn.},
2429 year = "2009",
2430 volume = 2,
2431 number = 1,
2432 pages = {1--127},
2433 }
2434
2435 @TechReport{Bengio-TR1312-small,
2436 author = "Yoshua Bengio",
2437 title = "Learning Deep Architectures for {AI}",
2438 number = "1312",
2439 institution = "U. Montr\'eal, dept. IRO",
2440 year = "2007",
2441 }
2442
2443 @InProceedings{Bengio-transducers-98,
2444 author = "Y. Bengio and S. Bengio and J. F. Isabelle and Y.
2445 Singer",
2446 editor = NIPS10ed,
2447 booktitle = NIPS10,
2448 title = "Shared Context Probabilistic Transducers",
2449 publisher = "MIT Press",
2450 pages = "409--415",
2451 year = "1998",
2452 }
2453
2454 @Article{Bengio-trnn92,
2455 author = "Y. Bengio and R. \mbox{De Mori} and G. Flammia and R.
2456 Kompe",
2457 title = "Global Optimization of a Neural Network-Hidden
2458 {Markov} Model Hybrid",
2459 journal = ieeetrnn,
2460 volume = "3",
2461 number = "2",
2462 pages = "252--259",
2463 year = "1992",
2464 }
2465
2466 @Article{Bengio-trnn93,
2467 author = "Y. Bengio and P. Simard and P. Frasconi",
2468 title = "Learning Long-Term Dependencies with Gradient Descent
2469 is Difficult",
2470 journal = ieeetrnn,
2471 volume = "5",
2472 number = "2",
2473 pages = "157--166",
2474 year = "1994",
2475 OPTnote = "(Special Issue on Recurrent Neural Networks)",
2476 url = "http://www.iro.umontreal.ca/~lisa/pointeurs/ieeetrnn94.pdf",
2477 }
2478
2479 @Article{Bengio-trnn96,
2480 author = "Y. Bengio and P. Frasconi",
2481 title = "Input/{Output} {HMM}s for Sequence Processing",
2482 journal = "IEEE Transactions on Neural Networks",
2483 volume = "7",
2484 number = "5",
2485 pages = "1231--1249",
2486 year = "1996",
2487 }
2488
2489 @TechReport{Bengio2003,
2490 author = "Christopher Kermorvant and Yoshua Bengio",
2491 title = "Extracting Hidden Sense Probabilities from Bitexts",
2492 number = "1231",
2493 institution = "Université de Montréal",
2494 year = "2003",
2495 }
2496
2497 @InProceedings{Bengio89b,
2498 author = "Y. Bengio and P. Cosi and R. Cardin and R. De Mori",
2499 editor = NIPS1ed,
2500 booktitle = NIPS1,
2501 title = "Use of multi-layered networks for coding speech with
2502 phonetic features",
2503 publisher = "Morgan Kaufmann, San Mateo",
2504 address = "Denver, CO",
2505 pages = "224--231",
2506 year = "1989",
2507 }
2508
2509 @PhdThesis{Bengio91,
2510 author = "Yoshua Bengio",
2511 title = "Artificial Neural Networks and their Application to
2512 Sequence Recognition",
2513 school = "McGill University, (Computer Science)",
2514 address = "Montreal, Qc., Canada",
2515 year = "1991",
2516 }
2517
2518 @InProceedings{bengio91x,
2519 author = "Y. Bengio and R. {De Mori} and G. Flammia and R.
2520 Kompe",
2521 booktitle = ijcnn,
2522 title = "Global Optimization of a Neural Network - Hidden
2523 Markov Model Hybrid",
2524 volume = "2",
2525 pages = "789--794",
2526 year = "1991",
2527 OPTaddress = "Seattle WA",
2528 }
2529
2530 @article{Becker92,
2531 author = {Sue Becker and Geoffrey Hinton},
2532 title = {A self-organizing neural network that discovers surfaces in random-dot stereograms},
2533 journal = {Nature},
2534 volume = 355,
2535 pages = {161--163},
2536 year = 1992,
2537 }
2538
2539 @Article{Bengio93,
2540 author = "Yoshua Bengio",
2541 title = "A Connectionist Approach to Speech Recognition",
2542 journal = "International Journal on Pattern Recognition and
2543 Artificial Intelligence",
2544 volume = "7",
2545 number = "4",
2546 pages = "647--668",
2547 note = "special issue entitled Advances in Pattern Recognition Systems using Neural Networks",
2548 year = "1993",
2549 }
2550
2551 @InProceedings{Bengio93e,
2552 author = "S. Bengio and Y. Bengio and J. Cloutier and J.
2553 Gecsei",
2554 editor = "S. Gielen and B. Kappen",
2555 booktitle = "Proceedings of the International Conference on
2556 Artificial Neural Networks 1993",
2557 title = "Generalization of a Parametric Learning Rule",
2558 publisher = "Springer-Verlag",
2559 address = "Amsterdam, The Netherlands",
2560 pages = "502--502",
2561 year = "1993",
2562 }
2563
2564 @Article{bengio:1999:nc,
2565 author = "S. Bengio and Y. Bengio and J. Robert and G.
2566 B\'elanger",
2567 title = "Stochastic Learning of Strategic Equilibria for
2568 Auctions",
2569 journal = "Neural Computation",
2570 volume = "11",
2571 number = "5",
2572 pages = "1199--1209",
2573 year = "1999",
2574 }
2575
2576 @Article{bottou+al:1999,
2577 author = "L. Bottou and P. Haffner and P.G. Howard and P. Simard and Y. Bengio",
2578 title = "High quality document image compression with {DjVu}",
2579 journal = "Journal of Electronic Imaging",
2580 volume = "7",
2581 number = "3",
2582 pages = "410--425",
2583 year = "1998",
2584 }
2585
2586 @Article{bengio+al:1998,
2587 author = "Y. Bengio and F. Gingras and B. Goulard and J.-M. Lina",
2588 title = "Gaussian Mixture Densities for Classification of Nuclear Power Plant Data",
2589 journal = "Computers and Artificial Intelligence, special issue on Intelligent Technologies for Electric and Nuclear Power Plants",
2590 volume = "17",
2591 number = "2--3",
2592 pages = "189--209",
2593 year = "1998",
2594 }
2595
2596 @Article{GingrasBengio:1998,
2597 author = "F. Gingras and Y. Bengio",
2598 title = "Handling Asynchronous or Missing Financial Data with Recurrent Networks",
2599 journal = "International Journal of Computational Intelligence and Organizations",
2600 volume = "1",
2601 number = "3",
2602 pages = "154--163",
2603 year = "1998",
2604 }
2605
2606 @Article{BengioS95,
2607 author = "S. Bengio and Y. Bengio and J. Cloutier",
2608 title = "On the search for new learning rules for {ANN}s",
2609 journal = "Neural Processing Letters",
2610 volume = "2",
2611 number = "4",
2612 pages = "26--30",
2613 year = "1995",
2614 }
2615
2616 @Article{BengioMori89,
2617 author = "Y. Bengio and R. De Mori",
2618 title = "Use of multilayer networks for the recognition of phonetic features and phonemes",
2619 journal = "Computational Intelligence",
2620 volume = "5",
2621 pages = "134--141",
2622 year = "1989",
2623 }
2624
2625 @TechReport{BengioTR1178,
2626 author = "Yoshua Bengio and R\'ejean Ducharme and Pascal
2627 Vincent",
2628 title = "A Neural Probabilistic Language Model",
2629 number = "1178",
2630 institution = "Dept. IRO, Universit\'e de Montr\'eal",
2631 year = "2002",
2632 }
2633
2634 @TechReport{BengioTR1215,
2635 author = "Yoshua Bengio",
2636 title = "New Distributed Probabilistic Language Models",
2637 number = "1215",
2638 institution = "Dept. IRO, Universit\'e de Montr\'eal",
2639 year = "2002",
2640 }
2641
2642 @Book{Bengio_book96,
2643 author = "Yoshua Bengio",
2644 title = "Neural Networks for Speech and Sequence Processing",
2645 publisher = "International Thomson Computer Press",
2646 year = "1996",
2647 }
2648
2649 @InProceedings{Bengio_icnn93,
2650 author = "Y. Bengio and P. Frasconi and P. Simard",
2651 booktitle = icnn,
2652 title = "The problem of learning long-term dependencies in
2653 recurrent networks",
2654 publisher = "IEEE Press",
2655 address = "San Francisco",
2656 pages = "1183--1195",
2657 year = "1993",
2658 note = "(invited paper)",
2659 }
2660
2661 @Article{Bengio_trnn94,
2662 author = "Y. Bengio and P. Simard and P. Frasconi",
2663 title = "Learning Long-Term Dependencies with Gradient Descent
2664 is Difficult",
2665 journal = ieeetrnn,
2666 volume = "5",
2667 number = "2",
2668 pages = "157--166",
2669 year = "1994",
2670 note = "Special Issue on Recurrent Neural Networks, March 94",
2671 }
2672
2673 @Book{Benveniste90,
2674 author = "A. Benveniste and M. Metivier and P. Priouret",
2675 title = "Adaptive Algorithms and Stochastic Approximations",
2676 publisher = "Springer-Verlag",
2677 address = "Berlin, New York",
2678 year = "1990",
2679 }
2680
2681 @Book{Berger85,
2682 author = "J. Berger",
2683 title = "Statistical Decision Theory and {Bayesian} Analysis",
2684 publisher = "Springer",
2685 year = "1985",
2686 }
2687
2688 @Misc{berger97improved,
2689 author = "A. Berger",
2690 title = "The improved iterative scaling algorithm: {A} gentle
2691 introduction",
2692 year = "1997",
2693 URL = "citeseer.ist.psu.edu/berger97improved.html",
2694 text = "Berger, A. (1997). The improved iterative scaling
2695 algorithm: A gentle introduction.
2696 http://www.cs.cmu.edu/afs/cs/user/aberger/www/ps/scaling.ps.",
2697 }
2698
2699 @article{Berkes-Wiskott-2005,
2700 author = {Berkes, Pietro and Wiskott, Laurenz},
2701 title = {Slow Feature Analysis Yields a Rich Repertoire of Complex Cell Properties},
2702 journal = {Journal of Vision},
2703 ISSN = {1534-7362},
2704 volume = {5},
2705 number = {6},
2706 pages = {579-602},
2707 year = {2005},
2708 month = {7}
2709 }
2710
2711 @Article{Beurle56,
2712 author = "R. L. Beurle",
2713 title = "Properties of a Mass of Cells Capable of Regenerating
2714 Pulses",
2715 journal = PTRSL,
2716 volume = "240",
2717 pages = "55--94",
2718 year = "1956",
2719 }
2720
2721 @InProceedings{Beyer+al-1999,
2722 author = "Kevin S. Beyer and Jonathan Goldstein and Raghu Ramakrishnan
2723 and Uri Shaft",
2724 booktitle = "Proceeding of the 7th International Conference on
2725 Database Theory",
2726 title = "When Is ``Nearest Neighbor'' Meaningful?",
2727 publisher = "Springer-Verlag",
2728 pages = "217--235",
2729 year = "1999",
2730 ISBN = "3-540-65452-6",
2731 }
2732
2733 @TechReport{Bianchini-rbf,
2734 author = "M. Bianchini and P. Frasconi and M. Gori",
2735 title = "Learning without Local Minima in Radial Basis Function
2736 Networks",
2737 institution = "Universit\`a di Firenze",
2738 year = "1992",
2739 OPTannote = "",
2740 }
2741
2742 @Article{Bianchini-trnn94,
2743 author = "M. Bianchini and M. Gori and M. Maggini",
2744 title = "On the Problem of Local Minima in Recurrent Neural
2745 Networks",
2746 journal = ieeetrnn,
2747 volume = "5",
2748 number = "2",
2749 pages = "167--177",
2750 year = "1994",
2751 OPTnote = "(Special Issue on Recurrent Neural Networks)",
2752 }
2753
2754 @TechReport{bickel+ritov95,
2755 author = "P. J. Bickel and Y. Ritov",
2756 title = "Inference in hidden {Markov} models {I}: local
2757 asymptotic normality in the stationary case",
2758 number = "Technical Report 383",
2759 institution = "Statistics Department, University of California,
2760 Berkeley",
2761 year = "February 1994, revised April 1995",
2762 }
2763
2764 @Article{Bienenstock82,
2765 author = "E. L. Bienenstock and L. N. Cooper and P. W. Munro",
2766 title = "Theory for the Development of Neuron Selectivity:
2767 Orientation Specificity and Binocular Interaction in
2768 Visual Cortex",
2769 journal = jneuro,
2770 volume = "2",
2771 year = "1982",
2772 }
2773
2774 @Article{BierdermanI1987,
2775 author = "Irving Bierderman",
2776 title = "Recognition-by-Components: {A} Theory of Human Image
2777 Understanding",
2778 journal = "Psychological Review",
2779 volume = "94",
2780 number = "2",
2781 publisher = "American Psychological Association, Inc.",
2782 pages = "115--147",
2783 year = "1987",
2784 added-by = "Daniel Acevedo",
2785 date-added = "Thu Oct 24 12:45:17 2002",
2786 project = "genetic",
2787 theme = "perception and vr and tech and natural and medicine
2788 and art",
2789 }
2790
2791 @InProceedings{Bilbro89a,
2792 author = "G. Bilbro and R. Mann and T. K. Miller and W. E.
2793 Snyder and D. E. Van den Bout and M. White",
2794 editor = NIPS1ed,
2795 booktitle = NIPS1,
2796 title = "Optimization by Mean Field Annealing",
2797 publisher = "Morgan Kaufmann, San Mateo",
2798 address = "Denver, CO",
2799 pages = "91--98",
2800 year = "1989",
2801 }
2802
2803 @InProceedings{Bilbro89b,
2804 author = "G. L. Bilbro and W. Snyder",
2805 editor = NIPS1ed,
2806 booktitle = NIPS1,
2807 title = "Range Image Restoration Using Mean Field Annealing",
2808 publisher = "Morgan Kaufmann, San Mateo",
2809 address = "Denver, CO",
2810 pages = "594--601",
2811 year = "1989",
2812 }
2813
2814 @Article{Binder86,
2815 author = "K. Binder and A. P. Young",
2816 title = "Spin Glasses: Experimental Facts, Theoretical
2817 Concepts, and Open Questions",
2818 journal = rmp,
2819 volume = "58",
2820 pages = "801--976",
2821 year = "1986",
2822 }
2823
2824 @Book{Binder88,
2825 author = "K. Binder and D. W. Heerman",
2826 title = "Monte Carlo Simulation in Statistical Mechanics",
2827 publisher = "Springer-Verlag",
2828 address = "Berlin",
2829 year = "1988",
2830 }
2831
2832 @Book{bishop-book2006,
2833 author = "Christopher M. Bishop",
2834 title = "Pattern Recognition and Machine Learning",
2835 publisher = "Springer",
2836 year = "2006",
2837 }
2838
2839 @Book{bishop-book95,
2840 author = "Christopher Bishop",
2841 title = "Neural Networks for Pattern Recognition",
2842 publisher = "Oxford University Press",
2843 address = "London, UK",
2844 year = "1995",
2845 }
2846
2847 @Article{bishop92,
2848 author = "Christopher Bishop",
2849 title = "Exact calculation of the {Hessian} matrix for the
2850 multi-layer perceptron",
2851 journal = "Neural Computation",
2852 volume = "4",
2853 number = "4",
2854 pages = "494--501",
2855 year = "1992",
2856 }
2857
2858 @Article{bishop95training,
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3571 booktitle = NIPS2,
3572 title = "Training Stochastic Model Recognition Algorithms as
3573 Networks can lead to Maximum Mutual Information
3574 Estimation of Parameters",
3575 publisher = "Morgan Kaufmann",
3576 pages = "211--217",
3577 year = "1990",
3578 }
3579
3580 @InCollection{Bromley-siamese93,
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3582 L. Jackel and Y. {LeCun} and C. Moore and E. Sackinger
3583 and R. Shah",
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3587 neural network",
3588 publisher = "World Scientific, Singapore",
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3591 }
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3595 L. Jackel and Y. {LeCun} and C. Moore and E. Sackinger
3596 and R. Shah",
3597 booktitle = "Advances in Pattern Recognition Systems using Neural
3598 Network Technologies",
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3600 neural network",
3601 publisher = "Series in Machine Perception and Artificial
3602 Intelligence, World Scientific, Singapore",
3603 pages = "669--687",
3604 year = "1993",
3605 }
3606
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3727 @TechReport{buhlmann97,
3728 author = "P. Buhlmann and A. J. Wyner",
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3749 booktitle = "Neural Computers",
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3751 Networks with Stochastic Dynamics",
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3770 booktitle = ijcnn,
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3772 Neural Network to Recognize character Strings",
3773 volume = "3",
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3778
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3781 {LeCun} and C. R. Nohl",
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3783 Neural Networks",
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3785 Artificial Intelligence",
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3788 pages = "689",
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3790 }
3791
3792 @Article{burges98,
3793 author = "C. J. C. Burges",
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3800 year = "1998",
3801 }
3802
3803 @InCollection{Burges99Geometry,
3804 author = "C. J. C. Burges",
3805 editor = "B. {Sch\"olkopf} and C. J. C. Burges and A. J. Smola",
3806 booktitle = "Advances in Kernel Methods --- Support Vector
3807 Learning",
3808 title = "Geometry and invariance in kernel based methods",
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3940 uncertainty, visual object classification, and
3941 recognising textual entailment",
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3943 publisher = "Springer",
3944 address = "Heidelberg, Germany",
3945 pages = "1--27",
3946 month = apr,
3947 year = "2006",
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3950 abstract = "This Chapter presents the PASCAL1 Evaluating
3951 Predictive Uncertainty Challenge, introduces the
3952 contributed Chapters by the participants who obtained
3953 outstanding results, and provides a discussion with
3954 some lessons to be learnt. The Challenge was set up to
3955 evaluate the ability of Machine Learning algorithms to
3956 provide good Èprobabilistic predictionsÉ, rather than
3957 just the usual Èpoint predictionsÉ with no measure of
3958 uncertainty, in regression and classification problems.
3959 Parti-cipants had to compete on a number of regression
3960 and classification tasks, and were evaluated by both
3961 traditional losses that only take into account point
3962 predictions and losses we proposed that evaluate the
3963 quality of the probabilistic predictions.",
3964 OPTeditor = "Quiñonero Candela, J., I. Dagan, B. Magnini, F. DAlché
3965 Buc",
3966 }
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4111 Backpropagation",
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4211 note = "Software available at
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4216 author = "A. T. Cemgil and H. J. Kappen and D. Barber",
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4219 Processing",
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4226 @inproceedings{Cevikalp+al-2008,
4227 title = {Semi-Supervised Dimensionality Reduction Using Pairwise Equivalence Constraints},
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4229 booktitle = {VISAPP},
4230 editor = {Alpesh Ranchordas and Helder Araújo},
4231 pages = {489-496},
4232 publisher = {INSTICC - Institute for Systems and Technologies of Information, Control and Communication},
4233 url = {http://dblp.uni-trier.de/db/conf/visapp/visapp2008-1.html#CevikalpVJK08},
4234 year = {2008},
4235 biburl = {http://www.bibsonomy.org/bibtex/21afc498c02543e97ff5bd4f6b107e16e/dblp},
4236 description = {dblp},
4237 isbn = {978-989-8111-21-0},
4238 date = {2008-04-07},
4239 keywords = {dblp }
4240 }
4241
4242 @InProceedings{CGY96,
4243 author = "Ingemar J. Cox and Joumana Ghosn and Peter N.
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4263 @InBook{CHAID-HK-82,
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4327 @InProceedings{Chapelle2001,
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4331 booktitle = NIPS13,
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4504 }
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4525 @TechReport{Chen98,
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4824 @TechReport{Coleman+Wu-1994,
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5698 http://www.cs.toronto.edu/\%7Edelve",
5699 }
5700
5701 @InProceedings{DeMers+Cottrell93,
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5703 editor = NIPS5ed,
5704 booktitle = NIPS5,
5705 title = "Non-linear dimensionality reduction",
5706 publisher = "Morgan Kaufmann",
5707 address = "San Mateo CA",
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5709 year = "1993",
5710 }
5711
5712 @InProceedings{Demichelis89,
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5717 Isolated Word Recognition",
5718 address = "Glaskow (Scotland)",
5719 year = "1989",
5720 }
5721
5722 @InProceedings{DeMori+Palakal85,
5723 author = "R. De Mori and M. Palakal",
5724 booktitle = "Proc. Ninth International Joint Conference on
5725 Artificial Intelligence",
5726 title = "On the use of taxonomy of time-frequency morphologies
5727 for automatic speech recognition",
5728 address = "Los Angeles, CA",
5729 pages = "877--879",
5730 year = "1985",
5731 }
5732
5733 @Article{DeMori85,
5734 author = "R. De Mori and P. Laface and Y. Mong",
5735 title = "Parallel algorithms for syllable recognition in
5736 continuous speech",
5737 journal = ieeetpami,
5738 volume = "7",
5739 pages = "56--69",
5740 year = "1985",
5741 }
5742
5743 @Article{DeMori87,
5744 author = "R. De Mori and L. Lam and M. Gilloux",
5745 title = "Learning and plan refinement in a knowledge-based
5746 system for automatic speech recognition",
5747 journal = ieeetpami,
5748 volume = "2",
5749 pages = "289--305",
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5752
5753 @InCollection{DeMori96,
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5757 booktitle = "Survey of the State of the Art in Human Language
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5759 title = "{HMM} Methods in Speech Recognition",
5760 publisher = "Cambridge University Press",
5761 address = "http://www.cse.ogi.edu/CSLU/HLTsurvey/HLTsurvey.html",
5762 pages = "24--34",
5763 year = "1996",
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5765
5766 @Article{Dempster77,
5767 author = "A. P. Dempster and N. M. Laird and D. B. Rubin",
5768 title = "Maximum-likelihood from incomplete data via the {EM}
5769 algorithm",
5770 journal = "Journal of Royal Statistical Society B",
5771 volume = "39",
5772 pages = "1--38",
5773 year = "1977",
5774 }
5775
5776 @InProceedings{denker-lecun-93,
5777 author = "Yann {LeCun} and John S. Denker",
5778 booktitle = "IEEE Workshop on the Physics of Computation",
5779 title = "Natural versus Universal Probability Complexity, and
5780 Entropy",
5781 publisher = "IEEE",
5782 pages = "122--127",
5783 year = "1992",
5784 }
5785
5786 @InProceedings{Denker86,
5787 author = "J. Denker",
5788 editor = "J. S. Denker",
5789 booktitle = snowbird,
5790 title = "Neural Network Refinements and Extensions",
5791 publisher = "American Institute of Physics, New York",
5792 address = "Snowbird 1986",
5793 pages = "121--128",
5794 year = "1986",
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5796
5797 @Article{Denker87,
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5799 and R. Howard and L. Jackel and J. Hopfield",
5800 title = "Large Automatic Learning, Rule Extraction, and
5801 Generalization",
5802 journal = cs,
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5804 pages = "877--922",
5805 year = "1987",
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5807
5808 @InProceedings{Denker91,
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5810 editor = NIPS3ed,
5811 booktitle = NIPS3,
5812 title = "Transforming neural-net output levels to probability
5813 distributions",
5814 publisher = "Morgan Kaufmann",
5815 address = "San Mateo CA",
5816 pages = "853--859",
5817 year = "1991",
5818 }
5819
5820 @InProceedings{Denker94,
5821 author = "J. Denker and C. J. C. Burges",
5822 booktitle = "The Mathematics of Generalization: Proceedings of the
5823 SFI/CNLS Workshop on Formal Approaches to Supervised
5824 Learning",
5825 title = "Image Segmentation and Recognition",
5826 publisher = "Addison Wesley, ISBN 0-201-40985-2",
5827 year = "1994",
5828 }
5829
5830 @Article{Deprit89,
5831 author = "E. Deprit",
5832 title = "Implementing Recurrent Back-Propagation on the
5833 Connection Machine",
5834 journal = "Neural Networks",
5835 volume = "2",
5836 number = "4",
5837 pages = "295--314",
5838 year = "1989",
5839 }
5840
5841 @ARTICLE{Derenyi94,
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5843 title = "{Generalization in the programed teaching of a perceptron}",
5844 journal = {Physical Review {E}},
5845 year = 1994,
5846 month = "October",
5847 volume = 50,
5848 pages = {3192-3200},
5849 doi = {10.1103/PhysRevE.50.3192},
5850 adsurl = {http://adsabs.harvard.edu/abs/1994PhRvE..50.3192D},
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5853
5854 @Article{Derrida87,
5855 author = "B. Derrida and E. Gardner and A. Zippelius",
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5857 journal = eul,
5858 volume = "4",
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5860 year = "1987",
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5862
5863 @TechReport{Derthick84,
5864 author = "M. Derthick",
5865 title = "Variations on the {Boltzmann} Machine",
5866 number = "CMU--CS--84--120",
5867 institution = "Department of Computer Science, Carnegie Mellon
5868 University",
5869 address = "Pittsburgh, PA",
5870 year = "1984",
5871 }
5872
5873 @inproceedings{deSaV93,
5874 address = {San Francisco, CA},
5875 author = {de Sa, Virginia R. },
5876 editor = NIPS5ed,
5877 booktitle = NIPS5,
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5880 pages = {112--119},
5881 posted-at = {2008-08-12 16:46:39},
5882 priority = {2},
5883 publisher = {Morgan Kaufmann Publishers},
5884 title = {Learning Classification with Unlabeled Data},
5885 year = {1993}
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5888
5889 @InProceedings{DeSieno88,
5890 author = "D. DeSieno",
5891 booktitle = icnn,
5892 title = "Adding a Conscience to Competitive Learning",
5893 volume = "1",
5894 publisher = "IEEE, New York",
5895 address = "San Diego 1988",
5896 pages = "117--124",
5897 year = "1988",
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5899
5900 @InProceedings{DeSilva+Tenenbaum-2003,
5901 author = "V. {de Silva} and J. B. Tenenbaum",
5902 editor = NIPS15ed,
5903 booktitle = NIPS15,
5904 title = "Global Versus Local Methods in Nonlinear
5905 Dimensionality Reduction",
5906 publisher = "{MIT} Press",
5907 address = "Cambridge, MA",
5908 pages = "705--712",
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5910 }
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5912 @Book{Devaney89,
5913 author = "R. L. Devaney",
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5915 publisher = "Addison-Wesley",
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5918
5919 @Article{Devereux84,
5920 author = "J. Devereux and P. Haeberli and O. Smithies",
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5922 the {VAX}",
5923 journal = "Nucleic Acids Research",
5924 volume = "12",
5925 pages = "387--395",
5926 year = "1984",
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5928
5929 @Book{Devijver82,
5930 author = "P. A. Devijver and J. Kittler",
5931 title = "Pattern Recognition: {A} Statistical Approach",
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5933 address = "London",
5934 year = "1982",
5935 }
5936
5937 @Article{Devijver87,
5938 author = "J. Voisin and P. A. Devijver",
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5940 to the reference selection problem in a print
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5942 journal = "Pattern Recognition",
5943 volume = "20",
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5945 pages = "465--474",
5946 year = "1987",
5947 }
5948
5949 @Article{deVries92,
5950 author = "B. \mbox{de Vries} and J. C. Principe",
5951 title = "The gamma model -- {A} new neural net model for
5952 temporal processing",
5953 journal = nn,
5954 volume = "5",
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5956 year = "1992",
5957 }
5958
5959 @Book{Devroye-book96,
5960 author = "L. Devroye and L. Gyröfi and G. Lugosi",
5961 title = "A Probabilistic Theory of Pattern Recognition",
5962 publisher = "Springer-Verlag",
5963 year = "1996",
5964 }
5965
5966 @Article{Devroye88,
5967 author = "Luc Devroye",
5968 title = "Automatic Pattern Recognition: {A} Study of the
5969 Probability of Error",
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5971 Intelligence",
5972 volume = "10",
5973 number = "4",
5974 pages = "530--543",
5975 month = jul,
5976 year = "1988",
5977 }
5978
5979 @Book{Diamantras-96,
5980 author = "K. I. Diamantras and S. Y. Kung",
5981 title = "Principal Component Neural Networks: theory and applications",
5982 publisher = "Wiley",
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5984 }
5985
5986 @Article{Diebold+Mariano95,
5987 author = "F. X. Diebold and R. S. Mariano",
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5989 journal = "Journal of Business and Economic Statistics",
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5994 }
5995
5996 @InCollection{Diebold93,
5997 author = "F. X. Diebold and J. H. Lee and G. C. Weinbach",
5998 editor = "C. Hargreaves",
5999 booktitle = "Nonstationary Time Series Analysis and Cointegration",
6000 title = "Regime switching with time-varying transition
6001 probabilities",
6002 publisher = "Oxford University Press",
6003 address = "Oxford",
6004 year = "1993",
6005 }
6006
6007 @InCollection{Diebold93b,
6008 author = "F. X. Diebold and G. Rudebusch and E. Sichel",
6009 editor = "J. H. Stock and M. W. Watson",
6010 booktitle = "Business Cycles, Indicators, and Forecasting",
6011 title = "Further evidence on business-cycle duration
6012 dependence",
6013 publisher = "University of Chicago Press",
6014 address = "Chicago",
6015 year = "1993",
6016 }
6017
6018 @Article{DieboldKilian,
6019 author = "F. X. Diebold and L. Kilian",
6020 title = "Measuring Predictability:Theory and Macroeconomics
6021 Applications",
6022 journal = "NBER technical working paper",
6023 volume = "213",
6024 year = "1997",
6025 }
6026
6027 @InCollection{DieboldLopez,
6028 author = "F. X. Diebold and J. A. Lopez",
6029 editor = "G. S. Maddala and C. R. Rao",
6030 booktitle = "Handbook of Statistics, Vol. 14",
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6032 publisher = "Elsevier Science",
6033 pages = "241--268",
6034 year = "1996",
6035 }
6036
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6038 author = "S. Diederich and M. Opper",
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6040 by Local Learning Rules",
6041 journal = prl,
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6043 pages = "949--952",
6044 year = "1987",
6045 }
6046
6047 @InProceedings{Diegert90,
6048 author = "C. Diegert",
6049 booktitle = "Proceedings of IEEE-IJCNN90",
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6051 volume = "II",
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6054 year = "1990",
6055 }
6056
6057 @Article{dietterich,
6058 author = "T. G. Dietterich",
6059 title = "Approximate Statistical Tests for Comparing Supervised
6060 Classification Learning Algorithms",
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6065 year = "1998",
6066 }
6067
6068 @Article{Dietterich1998,
6069 author = "Thomas G. Dietterich",
6070 title = "Approximate Statistical Test For Comparing Supervised
6071 Classification Learning Algorithms",
6072 journal = "Neural Computation",
6073 volume = "10",
6074 number = "7",
6075 pages = "1895--1923",
6076 year = "1998",
6077 URL = "citeseer.ist.psu.edu/dietterich98approximate.html",
6078 }
6079
6080 @Article{dietterich97,
6081 author = "Thomas G. Dietterich and Richard H. Lathrop and Tomas
6082 Lozano-Perez",
6083 title = "Solving the Multiple Instance Problem with
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6086 volume = "89",
6087 number = "1-2",
6088 pages = "31--71",
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6090 }
6091
6092
6093 @Article{Diggle+Gratton-1984,
6094 author = "P. Diggle and R. Gratton",
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6096 journal = "Journal of the Royal Statistical Society. Series B (Methodological)",
6097 volume = "46",
6098 number = "2",
6099 pages = "193--227",
6100 year = "1984",
6101 publisher = "Blackwell Publishing for the Royal Statistical Society",
6102 }
6103
6104
6105 @InCollection{Doi-2006,
6106 author = "Eizaburo Doi and Doru C. Balcan and Michael S.
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6109 booktitle = NIPS18,
6110 title = "A Theoretical Analysis of Robust Coding over Noisy
6111 Overcomplete Channels",
6112 publisher = "MIT Press",
6113 address = "Cambridge, MA",
6114 pages = "307--314",
6115 year = "2006",
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6117
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6122 title = "A Theory of Retinal Population Coding.",
6123 publisher = "MIT Press",
6124 pages = "353--360",
6125 year = "2007",
6126 }
6127
6128 @book{Doidge-2007,
6129 author = {Doidge, Norman},
6130 howpublished = {Paperback},
6131 isbn = {0143113100},
6132 month = {December},
6133 publisher = {Penguin Group},
6134 title = {The Brain That Changes Itself: Stories of Personal Triumph from the Frontiers of Brain Science},
6135 year = {2007}
6136 }
6137
6138 @InCollection{DollarP2007,
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6141 booktitle = NIPS19,
6142 title = "Learning to Traverse Image Manifolds",
6143 publisher = "MIT Press",
6144 address = "Cambridge, MA",
6145 pages = "361--368",
6146 year = "2007",
6147 }
6148
6149 @inproceedings{ DollarP2007b,
6150 author = "P. Doll\'ar and V. Rabaud and S. Belongie",
6151 title = "Non-Isometric Manifold Learning: Analysis and an Algorithm",
6152 booktitle = ICML07,
6153 editor = ICML07ed,
6154 publisher = ICML07publ,
6155 month = "June",
6156 year = "2007"
6157 }
6158
6159 @TechReport{Donoho+Carrie-03,
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6161 title = "Hessian Eigenmaps: new locally linear embedding
6162 techniques for high-dimensional data",
6163 number = "2003-08",
6164 institution = "Dept. Statistics, Stanford University",
6165 year = "2003",
6166 }
6167
6168 @article{Donoho-2006,
6169 author = {David Donoho},
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6171 journal = {{IEEE} Transactions on Information Theory},
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6173 number = 4,
6174 pages = {1289--1306},
6175 year = 2006,
6176 }
6177
6178 @Book{Dorigo98,
6179 author = "M. Dorigo and M. Colombetti",
6180 title = "Robot shaping: {An} experiment in behavior
6181 engineering",
6182 publisher = "MIT Press/Bradford Books",
6183 year = "1998",
6184 }
6185
6186 @book{Doucet+al-2001,
6187 editor = "A. Doucet and N. {de Freitas} and N. Gordon",
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6189 publisher = "Springer-Verlag",
6190 year = "2001",
6191 }
6192
6193 @TechReport{Doya93bif,
6194 author = "K. Doya",
6195 title = "Bifurcations of Recurrent Neural Networks in Gradient
6196 Learning",
6197 institution = "Department of Biology, University of California",
6198 address = "La Jolla, CA",
6199 year = "1993",
6200 note = "Submitted",
6201 }
6202
6203 @TechReport{Doya93un,
6204 author = "K. Doya",
6205 title = "Universality of Fully-Connected Recurrent Neural
6206 Networks",
6207 institution = "Department of Biology, University of California",
6208 address = "La Jolla, CA",
6209 year = "1993",
6210 note = "Submitted",
6211 }
6212
6213 @Article{Doyle+Snell-1984,
6214 author = "Peter G. Doyle and J. Laurie Snell",
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6216 journal = "Mathematical Association of America",
6217 year = "1984",
6218 }
6219
6220 @Book{Draper81,
6221 author = "N. R. Draper and H. Smith",
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6223 publisher = "John Wiley and Sons",
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6225 }
6226
6227 @InProceedings{Driancourt91,
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6229 booktitle = ijcnn,
6230 title = "Learning Vector Quantization, Multi-Layer Perceptron
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6232 volume = "2",
6233 pages = "815--819",
6234 year = "1991",
6235 OPTaddress = "Seattle WA",
6236 }
6237
6238 @InProceedings{Drucker93,
6239 author = "H. Drucker and R. Schapire and R. Simard",
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6241 booktitle = NIPS5,
6242 title = "Improving performance in neural networks using a
6243 boosting algorithm",
6244 publisher = "Morgan Kaufmann",
6245 address = "San Mateo, CA",
6246 pages = "42--49",
6247 year = "1993",
6248 }
6249
6250 @Article{Drucker93b,
6251 author = "H. Drucker and R. Schapire and R. Simard",
6252 title = "Boosting performance in neural networks",
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6254 Artificial Intelligence",
6255 pages = "61--76",
6256 year = "1993",
6257 note = "Special Issue on Applications of Neural Networks to
6258 Pattern Recognition (I. Guyon Ed.)",
6259 }
6260
6261 @article{Duane-1987,
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6265 volume = 195,
6266 pages = {216--222},
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6268 }
6269
6270 @Book{Duda-Hart,
6271 author = "R. O. Duda and P. E. Hart",
6272 title = "Pattern Classification and Scene Analysis",
6273 publisher = "Wiley",
6274 address = "New York",
6275 year = "1973",
6276 }
6277
6278 @Book{Duda-Hart-2000,
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6280 title = "Pattern Classification, Second Edition",
6281 publisher = "Wiley and Sons",
6282 address = "New York",
6283 year = "2001",
6284 }
6285
6286 @Book{Duda73,
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6289 publisher = "Wiley",
6290 address = "New York",
6291 year = "1973",
6292 }
6293
6294 @Article{Dugas+al-2003,
6295 author = "C. Dugas and Y. Bengio and N. Chapados and P. Vincent
6296 and G. Denoncourt and C. Fournier",
6297 title = "Statistical Learning Algorithms Applied to Automobile
6298 Insurance Ratemaking",
6299 journal = "CAS Forum",
6300 volume = "1",
6301 number = "1",
6302 pages = "179--214",
6303 month = "Winter",
6304 year = "2003",
6305 }
6306
6307 @TechReport{Dugas00,
6308 author = "C. Dugas and O. Bardou and Y. Bengio",
6309 title = "Analyses Empiriques sur des Transactions d'options",
6310 number = "1176",
6311 institution = "D\'epartment d'informatique et de Recherche
6312 Op\'erationnelle, Universit\'e de Montr\'eal",
6313 address = "Montr\'eal, Qu\'ebec, Canada",
6314 year = "2000",
6315 }
6316
6317 @InProceedings{Dugas01,
6318 author = "C. Dugas and Y. Bengio and F. B\'elisle and C.
6319 Nadeau",
6320 editor = NIPS13ed,
6321 booktitle = NIPS13,
6322 title = "Incorporating Second-Order Functional Knowledge for Better Option Pricing",
6323 publisher = "{MIT} Press",
6324 pages = "472--478",
6325 year = "2001",
6326 }
6327
6328 %%InProceedings{Bengio2000,
6329 %% author = "Y. Bengio",
6330 %% booktitle = icjnn
6331 %% title = "Incorporating Second-Order Functional Knowledge for Better Option Pricing",
6332 %% volume = "V",
6333 %% pages = "79--84",
6334 %% year = "2000",
6335 %%}
6336
6337 @inproceedings{Bengio2000,
6338 title={Probabilistic neural network models for sequential data},
6339 author={Bengio, Y.},
6340 booktitle=ijcnn,
6341 year={2000},
6342 volume={5},
6343 pages={79-84},
6344 abstract={Artificial neural networks (ANN) can be incorporated into probabilistic models. In this paper we review some of the approaches which have been proposed to incorporate them into probabilistic models of sequential data, such as hidden Markov models (HMM). We also discuss new developments and new ideas in this area, in particular how ANN can be used to model high-dimensional discrete and continuous data to deal with the curse of dimensionality and how the ideas proposed in these models could be applied to statistical language modeling to represent longer-term context than allowed by trigram models, while keeping word-order information},
6345 keywords={computational linguistics, hidden Markov models, neural nets, probabilityANN, HMM, hidden Markov models, longer-term context, probabilistic models, probabilistic neural network models, sequential data, statistical language modeling, trigram models, word-order information},
6346 doi={10.1109/IJCNN.2000.861438},
6347 }
6348
6349 @InProceedings{Bengio-hyper-2000,
6350 author = "Yoshua Bengio",
6351 booktitle = ijcnn,
6352 title = "Continuous Optimization of Hyper-Parameters",
6353 volume = "V",
6354 pages = "305--310",
6355 year = "2000",
6356 }
6357
6358 @InProceedings{Ghosn2000,
6359 author = "J. Ghosn and Y. Bengio",
6360 booktitle = ijcnn,
6361 title = "Bias Learning, Knowledge Sharing",
6362 volume = "I",
6363 pages = "9--14",
6364 year = "2000",
6365 }
6366
6367 @Article{Durbin87,
6368 author = "R. Durbin and D. Willshaw",
6369 title = "An Analogue Approach to the Travelling Salesman
6370 Problem Using an Elastic Net Method",
6371 journal = nature,
6372 volume = "326",
6373 pages = "689--691",
6374 year = "1987",
6375 }
6376
6377 @MastersThesis{Dzwonczyk91,
6378 author = "M. Dzwonczyk",
6379 title = "Quantitative failure models of feed-forward neural
6380 networks",
6381 school = "MIT",
6382 year = "1991",
6383 }
6384
6385 @Book{econometric-G-97,
6386 author = "W. H. Greene",
6387 title = "Econometric Analysis 3rd edition",
6388 publisher = "Prentice Hall, Inc.",
6389 year = "1997",
6390 }
6391
6392 @Article{efficient-KW-82,
6393 author = "W. W. Krasker and R. R. Welsch",
6394 title = "Efficient Bounded-Influence Regression Estimation",
6395 journal = "J. Am. Stat. Asso.",
6396 volume = "77",
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6408
6409 @TechReport{eigen-TR2,
6410 author = "Yoshua Bengio and Pascal Vincent and Jean-Fran{\cc}ois
6411 Paiement and Olivier Delalleau and Marie Ouimet and
6412 Nicolas {Le Roux}",
6413 title = "Spectral Clustering and Kernel {PCA} are Learning
6414 Eigenfunctions",
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6416 institution = "D\'epartement d'informatique et recherche
6417 op\'erationnelle, Universit\'e de Montr\'eal",
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6423 booktitle = "COLING-96",
6424 title = "Three new probabilistic models for dependency parsing:
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6433 title = "Image Denoising Via Sparse and Redundant
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6437 number = "12",
6438 pages = "3736--3745",
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6440 year = "2006",
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6444 @InProceedings{ElHihi+Bengio-nips8-small,
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6446 editor = NIPS8ed,
6447 booktitle = NIPS8,
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6449 Dependencies",
6450 publisher = "MIT Press, Cambridge, MA",
6451 pages = "493--499",
6452 year = "1996",
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6454
6455 @InProceedings{ellis+poliner-icassp2007,
6456 author = "D. Ellis and G. Poliner",
6457 editor = "",
6458 booktitle = "{Proceedings of the 2007 International Conference on
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6460 title = "Identifying Cover Songs with Chroma Features and
6461 Dynamic Programming",
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6466
6467 @Article{Elman88,
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6473 year = "1988",
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6476 @Article{Elman88Jasa88,
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6479 journal = "Journal of the Acoustical Society of America",
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6483
6484 @Article{Elman90,
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6492
6493 @Article{Elman93,
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6495 title = "Learning and development in neural networks: {The}
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6498 volume = "48",
6499 pages = "781--799",
6500 year = "1993",
6501 url = "http://www3.isrl.uiuc.edu/~junwang4/langev/localcopy/pdf/elman93cognition.pdf"
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6503
6504 @TechReport{ElmanTR88,
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6512
6513 @TechReport{EM-tech-rep,
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6515 title = "Learning Sequential Behavior: an {EM} Approach",
6516 institution = "Universit\`a di Firenze",
6517 year = "1994",
6518 note = "(in preparation)",
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6521 @Article{Engel-Mannor-Meir-2003,
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6543 @techreport{Erhan-09-visualization-tr,
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6545 title = "Visualizing Higher-Layer Features of a Deep Network",
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6547 number = "1341",
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6550
6551 @inproceedings{Erhan2009-small,
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6553 booktitle = "Proceedings of AISTATS'2009",
6554 title = "The Difficulty of Training Deep Architectures and the
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6558
6559 @inproceedings{Erhan2009-short,
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6561 booktitle = "AI \& Stat.'2009",
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6566
6567 @Book{EverittB1981,
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6573 series = {Monographs on Statistics and Applied Probability},
6574 }
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6579 international conference on Knowledge discovery and
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6620
6621 @InProceedings{Fahlman90,
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6632 @InProceedings{Fahlman90-small,
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6634 booktitle = "NIPS 2",
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6650 }
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6658
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6665
6666 @Article{Farhat85,
6667 author = "N. H. Farhat and D. Psaltis and A. Prata and E. Paek",
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6678 Stochastic Learning by Simulated Annealing",
6679 journal = applopt,
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6682 year = "1987",
6683 }
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6685 @Article{Farmer87,
6686 author = "D. Farmer and J. Sidorowich",
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6688 journal = prl,
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6693
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6696 editor = "W. C. Lee",
6697 booktitle = "Evolution, Learning, and Cognition",
6698 title = "Exploiting Chaos to Predict the Future and Reduce
6699 Noise",
6700 publisher = "World Scientific",
6701 address = "Singapore",
6702 pages = "277--330",
6703 year = "1988",
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6706 @inproceedings{Fei-Fei.2004,
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6710 keywords = {categorization, computer-vision, generative-models},
6711 pages = {178},
6712 posted-at = {2007-08-10 12:20:22},
6713 priority = {3},
6714 title = {Learning Generative Visual Models from Few Training Examples: An Incremental Bayesian Approach Tested on 101 Object Categories},
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6722 journal = cogsci,
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6726
6727 @Article{feldman96,
6728 author = "Jerome A. Feldman and George Lakoff and David Bailey
6729 and Srini Narayanan and Terry Regier and Andreas
6730 Stolcke",
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6735 number = "1-2",
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6738 URL = "citeseer.ist.psu.edu/feldman96first.html",
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6740
6741 @Book{Fellbaum1996,
6742 author = "Christine Fellbaum",
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6745 publisher = "MIT Press",
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6749 @Misc{Fellbaum1998,
6750 author = "Christiane Fellbaum Editor",
6751 title = "{WordNet}: An Electronic Lexical Database",
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6755 @Book{Feller68,
6756 author = "W. Feller",
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6758 Applications",
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6760 publisher = "Wiley",
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6765 @InProceedings{Feng-Statlog,
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6768 booktitle = "Proceedings of the Fourth International Workshop on
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6770 title = "Comparison of machine learning classifiers to
6771 statistics and neural networks",
6772 pages = "41--52",
6773 year = "1993",
6774 }
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6776 @article{Field-1994,
6777 author = {David J. Field},
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6783 issn = {0899-7667},
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6786 publisher = {MIT Press},
6787 address = {Cambridge, MA, USA},
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6789
6790 @article{Fisher-1936,
6791 author = {Ronald A. Fisher},
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6796 year = {1936}
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6798
6799 @Book{Fischer90,
6800 author = "K. H. Fischer and J. A. Hertz",
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6803 address = "Cambridge",
6804 year = "1990",
6805 }
6806
6807 @TechReport{Fix+Hodges-51,
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6809 title = "Discriminatory analysis, non-parametric
6810 discrimination, consistency properties",
6811 number = "Report 21-49-004",
6812 institution = "{USAF} School of Aviation Medicine, Randolph Field,
6813 Texas",
6814 year = "1951",
6815 }
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6817 @Article{FixHodges51,
6818 author = "Evelyn Fix and Joseph L. Hodges Jr.",
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6822 volume = "4",
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6827 @Article{FixHodges52,
6828 author = "Evelyn Fix and Joseph L. Hodges Jr.",
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6830 Small sample performance",
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6834 year = "1952",
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6837 @MastersThesis{Flammia91,
6838 author = "G. Flammia",
6839 title = "Speaker Independent Consonant Recognition in
6840 Continuous Speech with Distinctive Phonetic Features",
6841 school = "McGill University, School of Computer Science",
6842 year = "1991",
6843 }
6844
6845 @Book{Flanagan72,
6846 author = "J. L. Flanagan",
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6849 address = "Berlin",
6850 edition = "2nd",
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6852 }
6853
6854 @Book{Fletcher87,
6855 author = "Roger Fletcher",
6856 title = "Practical Methods of Optimization",
6857 publisher = "Wiley",
6858 address = "New York",
6859 edition = "Second",
6860 year = "1987",
6861 }
6862
6863 @InCollection{FleuretF2006,
6864 author = "Francois Fleuret and Gilles Blanchard",
6865 editor = NIPS18ed,
6866 booktitle = NIPS18,
6867 title = "Pattern Recognition from One Example by Chopping",
6868 publisher = "MIT Press",
6869 address = "Cambridge, MA",
6870 pages = "371--378",
6871 year = "2006",
6872 }
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6875 author = "P. F{\"o}ldi\'ak",
6876 booktitle = ijcnn,
6877 title = "Adaptive Network for Optimal Linear Feature
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6879 volume = "1",
6880 publisher = "IEEE, New York",
6881 address = "Washington 1989",
6882 pages = "401--405",
6883 year = "1989",
6884 }
6885
6886 @Article{Foldiak91,
6887 author = "P. F{\"o}ldi\'ak",
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6890 volume = "3",
6891 number = "2",
6892 pages = "194--200",
6893 year = "1991",
6894 }
6895
6896 @TechReport{Fontaine,
6897 author = "T. Fontaine",
6898 title = "{GRAD}-{CM2}: {A} Data-parallel Connectionist Network
6899 Simulator",
6900 number = "MS-CIS-92-55/LINC LAB 232",
6901 institution = "University of Pennsylvania",
6902 month = jul,
6903 year = "1992",
6904 OPTnote = "",
6905 }
6906
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6908 author = "D. Foster and E. George",
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6914 }
6915
6916 @PhdThesis{Foster2002,
6917 author = "George Foster",
6918 title = "Text Prediction for Translators",
6919 school = "Dept. IRO, Université de Montréal",
6920 year = "2002",
6921 }
6922
6923 @incollection{Fox-2009,
6924 title = {Nonparametric Bayesian Learning of Switching Linear Dynamical Systems},
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6927 editor = NIPS21ed,
6928 pages = {457--464},
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6938 pages = {57-64}
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6942 author = "M. A. Franzini",
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6944 Engineering in Medicine and Biology Society",
6945 title = "Speech Recognition with Back Propagation",
6946 publisher = "IEEE, New York",
6947 address = "Boston 1987",
6948 pages = "1702--1703",
6949 year = "1987",
6950 }
6951
6952 @InProceedings{Franzini90,
6953 author = "M. A. Franzini and K. F. Lee and A. Waibel",
6954 booktitle = icassp,
6955 title = "Connectionist {Viterbi} Training: a New Hybrid Method
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6957 address = "Albuquerque, NM",
6958 pages = "425--428",
6959 year = "1990",
6960 }
6961
6962 @InProceedings{Frasconi-icnn93,
6963 author = "P. Frasconi and M. Gori and A. Tesi",
6964 booktitle = icnn,
6965 title = "Backpropagation for Linearly Separable Patterns: a
6966 Detailed Analysis",
6967 publisher = "IEEE Press",
6968 address = "S. Francisco CA",
6969 pages = "1818--1822",
6970 year = "1993",
6971 }
6972
6973 @InProceedings{Frasconi-ijcnn91,
6974 author = "P. Frasconi and M. Gori and M. Maggini and G. Soda",
6975 booktitle = ijcnn,
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6977 and Learning by Example in Recurrent Networks",
6978 pages = "811--816",
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6980 OPTaddress = "Seattle WA",
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6982
6983 @Article{Frasconi-ijmpC93,
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6991 note = "Special Issue: ``Science on the Connection Machine''",
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6994 @InProceedings{Frasconi-milano,
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6998 publisher = "Elsevier",
6999 address = "Milano (Italy)",
7000 year = "1990",
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7003 @MastersThesis{Frasconi-msthesis,
7004 author = "P. Frasconi",
7005 title = "Progetto e realizzazione di un simulatore per reti
7006 neurali ricorrenti e implementazione di prototipi per
7007 il riconoscimento vocale in tempo reale",
7008 school = "Universit\`a di Firenze",
7009 year = "1990",
7010 note = "(in Italian)",
7011 }
7012
7013 @Article{Frasconi-nc92,
7014 author = "P. Frasconi and M. Gori and G. Soda",
7015 title = "Local Feedback Multi-Layered Networks",
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7017 volume = "4",
7018 number = "1",
7019 pages = "120--130",
7020 year = "1992",
7021 }
7022
7023 @PhdThesis{Frasconi-PhD,
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7025 title = "Reti Ricorrenti ed Elaborazione Adattiva di Sequenze",
7026 school = "Universit\`a di Firenze",
7027 address = "Italy",
7028 year = "1994",
7029 note = "(in Italian)",
7030 }
7031
7032 @InCollection{Frasconi-pinn93,
7033 author = "P. Frasconi and M. Gori and A. Tesi",
7034 editor = "Omid Omidvar",
7035 booktitle = "Progress in Neural Networks",
7036 title = "Successes and Failures of Backpropagation: a
7037 Theoretical Investigation",
7038 publisher = "Ablex Publishing",
7039 year = "1993",
7040 }
7041
7042 @InProceedings{Frasconi-spie93,
7043 author = "Paolo Frasconi and Marco Gori",
7044 editor = "D. Ruck",
7045 booktitle = "Proc. Conf. Science of Artificial Neural Networks II",
7046 title = "Multilayered networks and the {C}-{G} uncertainty
7047 principle",
7048 volume = "SPIE-1966",
7049 organization = "International Society for Optical Engineering (SPIE)",
7050 address = "Orlando, FL",
7051 year = "1993",
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7053
7054 @TechReport{Frasconi-TR92,
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7057 Recurrent Neural Networks",
7058 number = "DSI-RT15/92",
7059 institution = "Universit\`a di Firenze (Italy)",
7060 month = aug,
7061 year = "1992",
7062 }
7063
7064 @Unpublished{Frasconi-unp94,
7065 author = "P. Frasconi and Y. Bengio",
7066 title = "An {EM} Approach to Grammatical Inference",
7067 year = "1994",
7068 note = "Submitted to the 12-th {\em International Conference
7069 on Pattern Recognition}",
7070 OPTannote = "",
7071 }
7072
7073 @InProceedings{Frasconi-v91,
7074 author = "P. Frasconi and M. Gori and M. Maggini and G. Soda",
7075 editor = "E. Caianiello",
7076 booktitle = "Proc. of the 4th Italian Workshop on Parallel
7077 Architectures and Neural Networks",
7078 title = "Learning Automata with Sigmoidal Networks",
7079 publisher = "World Scientific Pub",
7080 address = "Vietri (Italy)",
7081 pages = "69--77",
7082 year = "1991",
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7084
7085 @InProceedings{Frasconi90,
7086 author = "P. Frasconi and M. Gori and G. Soda",
7087 editor = "E. Caianiello",
7088 booktitle = "Proc. of the 3rd Italian Workshop on Parallel
7089 Architectures and Neural Networks",
7090 title = "Recurrent Networks with Activation Feedback",
7091 publisher = "World Scientific Pub",
7092 address = "Vietri (Italy)",
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7810 institution = "MIT",
7811 address = "Cambridge, MA",
7812 year = "1993",
7813 }
7814
7815 @InProceedings{Gherrity89,
7816 author = "M. Gherrity",
7817 booktitle = ijcnn,
7818 title = "A Learning Algorithm for Analog, Fully Recurrent
7819 Neural Networks,",
7820 publisher = "IEEE Press",
7821 address = "Washington D.C.",
7822 pages = "643--644",
7823 month = jun,
7824 year = "1989",
7825 }
7826
7827 @Article{Ghosh+Hwang-1989,
7828 author = "J. Ghosh and K. Hwang",
7829 title = "Mapping Neural Networks onto Message-Passing
7830 Multicomputers",
7831 journal = "Journal of Parallel and Distributed Computing",
7832 volume = "6",
7833 number = "2",
7834 publisher = "Academic Press",
7835 pages = "291--330",
7836 year = "1989",
7837 }
7838
7839 @Article{Ghosn2003,
7840 author = "J. Ghosn and Y. Bengio",
7841 title = "Bias Learning, Knowledge Sharing",
7842 journal = "{IEEE} Transactions on Neural Networks",
7843 volume = "14",
7844 pages = "748--765",
7845 month = jul,
7846 year = "2003",
7847 issue = "4",
7848 }
7849
7850 @TechReport{Ghysel93,
7851 author = "E. Ghysel",
7852 title = "A time series model with periodic stochastic regime
7853 switching",
7854 number = "C.R.D.E. Discussion paper 1093",
7855 institution = "C.R.D.E., Universite de Montreal",
7856 address = "Montreal, Quebec, Canada",
7857 year = "1993",
7858 }
7859
7860 @book{Giarratano+Riley-2004,
7861 author = {Giarratano, Joseph C. and Riley, Gary D. },
7862 howpublished = {Hardcover},
7863 isbn = {0534384471},
7864 month = {October},
7865 posted-at = {2008-05-19 22:17:30},
7866 priority = {2},
7867 publisher = {{Course Technology}},
7868 edition = {Fourth},
7869 title = {Expert Systems: Principles and Programming},
7870 url = {http://www.amazon.ca/exec/obidos/redirect?tag=citeulike09-20\&amp;path=ASIN/0534384471},
7871 year = {2004}
7872 }
7873
7874
7875 @Article{Giles86,
7876 author = "Y. C. Lee and G. Doolen and H. H. Chen and G. Z. Sun
7877 and T. Maxwell and H. Y. Lee and C. L. Giles",
7878 title = "Machine Learning Using a Higher Order Correlation
7879 Network",
7880 journal = "Physica D",
7881 volume = "2",
7882 number = "1-3",
7883 pages = "276",
7884 year = "1986",
7885 }
7886
7887 @article{giles:1987,
7888 author = {C. Lee Giles and Tom Maxwell},
7889 journal = {Applied Optics},
7890 keywords = {},
7891 number = {23},
7892 pages = {4972},
7893 publisher = {OSA},
7894 title = {Learning, Invariance, and Generalization in High-Order Neural Networks},
7895 volume = {26},
7896 year = {1987},
7897 url = {http://ao.osa.org/abstract.cfm?URI=ao-26-23-4972},
7898 }
7899
7900 @InProceedings{Giles90,
7901 author = "C. L. Giles and G. Z. Sun and H. H. Chen and Y. C. Lee
7902 and D. Chen",
7903 editor = NIPS2ed,
7904 booktitle = NIPS2,
7905 title = "Higher Order Recurrent Networks \& Grammatical
7906 Inference",
7907 publisher = "Morgan Kaufmann Publishers",
7908 address = "San Mateo, CA",
7909 pages = "380--387",
7910 year = "1990",
7911 }
7912
7913 @InProceedings{Giles-nnsp92,
7914 author = "C. L. Giles and C. W Omlin",
7915 editor = "Kung and Fallside and Sorenson and Kamm",
7916 booktitle = "Neural Networks for Signal Processing II, Proceedings
7917 of the 1992 IEEE workshop",
7918 title = "Inserting Rules into Recurrent Neural Networks",
7919 publisher = "IEEE Press",
7920 pages = "13--22",
7921 year = "1992",
7922 }
7923
7924 @Article{Giles94,
7925 author = "C. L. Giles and C. W. Omlin",
7926 title = "Extraction, Insertion and Refinement of Symbolic Rules
7927 in Dynamically-Driven Recurrent Neural Networks",
7928 journal = "Connection Science",
7929 pages = "",
7930 year = "1994",
7931 }
7932
7933 @Article{Giles-nc92,
7934 author = "C. L. Giles and C. B. Miller and D. Chen and G. Z. Sun
7935 and H. H. Chen and Y. C. Lee",
7936 title = "Learning and Extracting Finite State Automata with
7937 Second-Order Recurrent Neural Networks",
7938 journal = nc,
7939 volume = "4",
7940 number = "3",
7941 pages = "393--405",
7942 year = "1992",
7943 }
7944
7945 @Book{Gill81,
7946 author = "P. E. Gill and W. Murray and M. H. Wright",
7947 title = "Practical Optimization",
7948 publisher = "Academic Press",
7949 year = "1981",
7950 }
7951
7952 @InProceedings{Gillman+Sipser94,
7953 author = "David Gillman and Michael Sipser",
7954 booktitle = colt94,
7955 title = "Inference and minimization of hidden Marko chains",
7956 publisher = "ACM",
7957 pages = "147--158",
7958 year = "1994",
7959 }
7960
7961 @Book{Gilmore-74,
7962 author = "R. Gilmore",
7963 title = "{Lie} groups, {Lie} algebras and some of their
7964 applications",
7965 publisher = "Wiley",
7966 address = "New-York",
7967 year = "1974",
7968 }
7969
7970 @InProceedings{Gingras-Bengio-Nadeau-2000,
7971 author = "F. Gingras and Y. Bengio and C. Nadeau",
7972 editor = "",
7973 booktitle = "Computational Finance 2000",
7974 title = "On Out-of-Sample Statistics for Time-Series",
7975 publisher = "",
7976 location = "London, U.K.",
7977 pages = "",
7978 year = "2000",
7979 }
7980
7981 @InProceedings{chapados+bengio-2000,
7982 author = "N. Chapados and Y. Bengio",
7983 editor = "",
7984 booktitle = "Computational Finance 2000",
7985 title = "{VaR}-based Asset Allocation using Neural Networks",
7986 publisher = "",
7987 pages = "",
7988 year = "2000",
7989 }
7990
7991 @InProceedings{Pigeon+Bengio-99,
7992 author = "S. Pigeon and Y. Bengio",
7993 editor = "",
7994 booktitle = "Proceedings of the Data Compression Conference, DCC'1999",
7995 title = "Binary Pseudowavelets and Application to Bilevel Image Processing",
7996 publisher = "",
7997 pages = "",
7998 year = "1999",
7999 }
8000
8001 @InProceedings{Girard+Paugam-Moisy-1994,
8002 author = "D. Girard and H\'{e}l\`{e}ne Paugam-Moisy",
8003 booktitle = "Proceedings of the {IFIP} {WG10.3} Working Conference
8004 on Applications in Parallel and Distributed Computing",
8005 title = "Strategies of Weight Updating for Parallel
8006 Back-propagation",
8007 publisher = "North-Holland Publishing Co.",
8008 address = "Amsterdam, The Netherlands",
8009 pages = "335--336",
8010 year = "1994",
8011 ISBN = "0-444-81870-7",
8012 }
8013
8014 @InProceedings{Girju+al-2003,
8015 author = "Roxana Girju and Adriana Badulescu and Dan Moldovan",
8016 booktitle = "NAACL '03: Proceedings of the 2003 Conference of the
8017 North American Chapter of the Association for
8018 Computational Linguistics on Human Language
8019 Technology",
8020 title = "Learning semantic constraints for the automatic
8021 discovery of part-whole relations",
8022 publisher = "Association for Computational Linguistics",
8023 address = "Morristown, NJ, USA",
8024 pages = "1--8",
8025 year = "2003",
8026 location = "Edmonton, Canada",
8027 }
8028
8029 @Article{Girolami-2001,
8030 author = "M. Girolami",
8031 title = "Orthogonal series density estimation and the kernel
8032 eigenvalue problem",
8033 journal = "Neural Computation",
8034 volume = "14",
8035 number = "3",
8036 pages = "669--688",
8037 year = "2001",
8038 }
8039
8040 @Misc{girosi97an,
8041 author = "F. Girosi",
8042 title = "An equivalence between sparse approximation and
8043 Support Vector Machines",
8044 year = "1997",
8045 text = "F. Girosi. An equivalence between sparse approximation
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8047 Artificial Intelligence Laboratory, 1997. (available at
8048 the URL:
8049 http://www.ai.mit.edu/people/girosi/svm.html).",
8050 }
8051
8052 @Article{Glauber63,
8053 author = "R. J. Glauber",
8054 title = "Time-Dependent Statistics of the Ising Model",
8055 journal = jmp,
8056 volume = "4",
8057 pages = "294--307",
8058 year = "1963",
8059 }
8060
8061 @Book{GLM-book-89,
8062 author = "P. McCullagh and J. Nelder",
8063 title = "Generalized Linear Models",
8064 publisher = "Chapman and Hall",
8065 address = "London",
8066 year = "1989",
8067 }
8068
8069 @InCollection{GlobersonA2006,
8070 author = "Amir Globerson and Sam Roweis",
8071 editor = NIPS18ed,
8072 booktitle = NIPS18,
8073 title = "Metric Learning by Collapsing Classes",
8074 publisher = "MIT Press",
8075 address = "Cambridge, MA",
8076 pages = "451--458",
8077 year = "2006",
8078 }
8079
8080 @Book{Gluck90,
8081 author = "M. A. Gluck and D. E. Rumelhart",
8082 title = "Neuroscience and connectionist theory",
8083 publisher = "Lawrence Erlbaum, London",
8084 year = "1990",
8085 }
8086
8087 @Article{Godin89,
8088 author = "C. Godin and P. Lockwood",
8089 title = "{DTW} Schemes for Continuous Speech Recognition: {A}
8090 Unified view",
8091 journal = cspla,
8092 volume = "3",
8093 pages = "169--198",
8094 year = "1989",
8095 }
8096
8097 @book{Gold+Morgan-1999,
8098 author = {Gold, Ben and Morgan, Nelson},
8099 howpublished = {Hardcover},
8100 isbn = {0471351547},
8101 month = {July},
8102 publisher = {Wiley},
8103 title = {Speech and Audio Signal Processing: Processing and Perception of Speech and Music},
8104 year = {1999}
8105 }
8106
8107 @Book{Goldberg89,
8108 author = "D. E. Goldberg",
8109 title = "Genetic Algorithms in Search, Optimization, and
8110 Machine Learning",
8111 publisher = "Addison-Wesley",
8112 address = "Reading",
8113 year = "1989",
8114 }
8115
8116 @Article{Goldfeld73,
8117 author = "S. M. Goldfeld and R. M. Quandt",
8118 title = "A Markov model for switching regressions",
8119 journal = "Journal of Econometrics",
8120 volume = "1",
8121 pages = "3--16",
8122 year = "1973",
8123 }
8124
8125 @TechReport{Goldhor85,
8126 author = "R. S. Goldhor",
8127 title = "Representation of consonants in the peripheral
8128 auditory system: {A} modeling study of the
8129 correspondance between response properties and phonetic
8130 features",
8131 number = "505",
8132 institution = "RLE.",
8133 publisher = "MIT Press, Cambridge, MA",
8134 year = "1985",
8135 }
8136
8137 @Article{Golomb90,
8138 author = "D. Golomb and N. Rubin and H. Sompolinsky",
8139 title = "Willshaw Model: Associative Memory with Sparse Coding
8140 and Low Firing Rates",
8141 journal = prA,
8142 volume = "41",
8143 pages = "1843--1854",
8144 year = "1990",
8145 }
8146
8147 @Book{Golub+VanLoan-1996,
8148 author = "Gene H. Golub and Charles F. Van Loan",
8149 title = "Matrix Computations",
8150 howpublished = "Paperback",
8151 publisher = "{The Johns Hopkins University Press}",
8152 month = oct,
8153 year = "1996",
8154 ISBN = "0-8018-5414-8",
8155 }
8156
8157 @TechReport{Goodman-LM-2001,
8158 author = "Joshua Goodman",
8159 title = "A Bit of Progress in Language Modeling",
8160 number = "MSR-TR-2001-72",
8161 institution = "Microsoft Research",
8162 address = "Redmond, Washington",
8163 year = "2001",
8164 }
8165
8166 @InProceedings{Goodman2001,
8167 author = "J. Goodman",
8168 booktitle = icassp,
8169 title = "Classes for Fast Maximum Entropy Training",
8170 address = "Utah",
8171 year = "2001",
8172 }
8173
8174 @InProceedings{Gori-ijcnn89,
8175 author = "M. Gori and Y. Bengio and R. \mbox{De Mori}",
8176 booktitle = ijcnn,
8177 title = "{BPS}: {A} Learning Algorithm for Capturing the
8178 Dynamical Nature of Speech",
8179 publisher = "IEEE, New York",
8180 address = "Washington D.C.",
8181 pages = "643--644",
8182 year = "1989",
8183 }
8184
8185 @InProceedings{Gori-nimes89,
8186 author = "M Gori",
8187 booktitle = "Proceedings of Neuro-Nimes",
8188 title = "An Extension of {BPS}",
8189 address = "Nimes (France)",
8190 pages = "83--93",
8191 year = "1989",
8192 }
8193
8194 @Article{Gori-pami91,
8195 author = "M. Gori and A. Tesi",
8196 title = "On the problem of local minima in Backpropagation",
8197 journal = ieeetpami,
8198 volume = "PAMI-14",
8199 number = "1",
8200 pages = "76--86",
8201 year = "1992",
8202 }
8203
8204 @TechReport{Gori-tr94,
8205 author = "M. Gori and M. Maggini and G. Soda",
8206 title = "Insertion of Finite State Automata into Recurrent
8207 Radial Basis Function Networks",
8208 number = "DSI-17/93",
8209 institution = "Universit\`a di Firenze (Italy)",
8210 year = "1993",
8211 note = "(submitted)",
8212 OPTannote = "",
8213 }
8214
8215 @InProceedings{GoriNimes,
8216 author = "M. Gori",
8217 booktitle = "Proceedings of Neuro-Nimes",
8218 title = "An Extension of {BPS}",
8219 address = "Nimes (France)",
8220 pages = "83--93",
8221 month = nov,
8222 year = "1989",
8223 }
8224
8225 @Article{Gorman88a,
8226 author = "R. P. Gorman and T. J. Sejnowski",
8227 title = "Analysis of Hidden Units in a Layered Network Trained
8228 to Classify Sonar Targets",
8229 journal = nn,
8230 volume = "1",
8231 pages = "75--89",
8232 year = "1988",
8233 }
8234
8235 @Article{Gorman88b,
8236 author = "R. P. Gorman and T. J. Sejnowski",
8237 title = "Learned Classification of Sonar Targets Using a
8238 Massively-Parallel Network",
8239 journal = ieeetassp,
8240 volume = "36",
8241 pages = "1135--1140",
8242 year = "1988",
8243 }
8244
8245 @Unpublished{Gorse94,
8246 author = "D. Gorse and J. G. Taylor and T. G. Clarkson",
8247 title = "A pulse-based reinforcement algorithm for learning
8248 continuous functions",
8249 year = "1994",
8250 note = "Submitted to WCNN '94 San Diego",
8251 }
8252
8253 @Article{Goudreau-trnn93,
8254 author = "M. W. Goudreau and C. L. Giles and S. T. Chakradhar
8255 and D. Chen",
8256 title = "First-order vs. second-order single layer recurrent
8257 neural networks",
8258 journal = ieeetrnn,
8259 year = "1993",
8260 note = "(in press)",
8261 }
8262
8263 @Article{Goudreau93tb,
8264 author = "M. W. Goudreau and C. L. Giles and S. T. Chakradhar
8265 and D. Chen",
8266 title = "First-Order Vs. Second-Order Single Layer Recurrent
8267 Neural Networks",
8268 journal = "IEEE Transactions on Neural Networks",
8269 year = "1993",
8270 }
8271
8272 @inproceedings{Gould+al:NIPS09,
8273 author = {S. Gould and T. Gao and D. Koller},
8274 title = {Region-based Segmentation and Object Detection},
8275 booktitle = "Advances in Neural Information Processing Systems (NIPS 2009)",
8276 year = 2009,
8277 }
8278
8279 @Article{goutte97,
8280 author = "C. Goutte",
8281 title = "Note on free lunches and cross-validation",
8282 journal = "Neural Computation",
8283 volume = "9",
8284 number = "6",
8285 pages = "1053--1059",
8286 year = "1997",
8287 }
8288
8289 @Article{Gower-68,
8290 author = "J. C. Gower",
8291 title = "Adding a point to vector diagrams in multivariate
8292 analysis",
8293 journal = "Biometrika",
8294 volume = "55",
8295 number = "3",
8296 pages = "582--585",
8297 year = "1968",
8298 }
8299
8300 @InProceedings{Graepel2000,
8301 author = "Thore Graepel and Ralf Herbrich and John
8302 Shawe-Taylor",
8303 booktitle = "Thirteenth Annual Conference on Computational Learning
8304 Theory, 2000",
8305 title = "Generalization error bounds for sparse linear
8306 classifiers",
8307 publisher = "Morgan Kaufmann",
8308 year = "2000",
8309 note = "in press",
8310 }
8311
8312 @InProceedings{Graepel99,
8313 author = "T. Graepel and R. Herbrich and P. Bollmann-Sdorra and
8314 K. Obermayer",
8315 editor = NIPS12ed,
8316 booktitle = NIPS12,
8317 title = "Classification on Pairwise Proximity Data",
8318 year = "1999",
8319 }
8320
8321 @InProceedings{graf-90a,
8322 author = "H. P. Graf and D. Henderson",
8323 booktitle = "ISSCC Digest",
8324 title = "A Reconfigurable {CMOS} Neural Network",
8325 organization = "ISSCC",
8326 year = "1990",
8327 }
8328
8329 @InProceedings{Graf86,
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8331 Straughn and J. S. Denker and W. Hubbard and D. M.
8332 Tennant and D. Schwartz",
8333 editor = "J. S. Denker",
8334 booktitle = snowbird,
8335 title = "{VLSI} Implementation of a Neural Network Memory with
8336 Several Hundreds of Neurons",
8337 publisher = "American Institute of Physics, New York",
8338 address = "Snowbird 1986",
8339 pages = "182--187",
8340 year = "1986",
8341 }
8342
8343 @InProceedings{Graf88,
8344 author = "D. H. Graf and W. R. LaLonde",
8345 booktitle = icnn,
8346 title = "A Neural Controller for Collision-Free Movement of
8347 General Robot Manipulators",
8348 volume = "1",
8349 publisher = "IEEE, New York",
8350 address = "San Diego 1988",
8351 pages = "77--84",
8352 year = "1988",
8353 }
8354
8355 @InProceedings{Graf92,
8356 author = "H. P. Graf and C. R. Nohl and J. Ben",
8357 editor = NIPS4ed,
8358 booktitle = NIPS4,
8359 title = "Image segmentation with networks of variable scales",
8360 publisher = "Morgan Kaufmann",
8361 address = "San Mateo CA",
8362 pages = "480--487",
8363 year = "1992",
8364 }
8365
8366 @InProceedings{Grandvalet98a,
8367 author = "Y. Grandvalet",
8368 editor = "L. Niklasson and M. Boden and T. Ziemske",
8369 booktitle = "ICANN'98",
8370 title = "Least absolute shrinkage is equivalent to quadratic
8371 penalization",
8372 volume = "1",
8373 publisher = "Springer",
8374 pages = "201--206",
8375 year = "1998",
8376 series = "Perspectives in Neural Computing",
8377 }
8378
8379 @InProceedings{Grandvalet98a-short,
8380 author = "Y. Grandvalet",
8381 booktitle = "ICANN'98",
8382 title = "Least absolute shrinkage is equivalent to quadratic
8383 penalization",
8384 pages = "201--206",
8385 year = "1998",
8386 }
8387
8388 @InProceedings{GrandvaletY2005,
8389 author = "Yves Grandvalet and Yoshua Bengio",
8390 editor = NIPS17ed,
8391 booktitle = NIPS17,
8392 title = "{Semi-supervised Learning by Entropy
8393 Minimization}",
8394 publisher = "MIT Press",
8395 address = "Cambridge, MA",
8396 month = dec,
8397 year = "2005",
8398 }
8399 %deprecate this version as we need to put the date of publication not the date of the conference. use GrandvaletY2005 instead.
8400 @InProceedings{GrandvaletY2004,
8401 author = "Yves Grandvalet and Yoshua Bengio",
8402 editor = NIPS17ed,
8403 booktitle = NIPS17,
8404 title = "{Semi-supervised Learning by Entropy
8405 Minimization}",
8406 publisher = "MIT Press",
8407 address = "Cambridge, MA",
8408 month = dec,
8409 year = "2005",
8410 }
8411
8412 @INCOLLECTION {GrandvaletY2006,
8413 title = {Entropy Regularization},
8414 author = {Grandvalet, Yves and Bengio, Yoshua},
8415 editor = {Chapelle, Olivier and {Sch\"{o}lkopf}, Bernhard and Zien, Alexander},
8416 booktitle = {Semi-Supervised Learning},
8417 year = {2006},
8418 pages = {151--168},
8419 publisher = {{MIT} Press},
8420 }
8421
8422 @Article{GrangerNewbold76,
8423 author = "C. W. J. Granger and P. Newbold",
8424 title = "Forecasting transformed series",
8425 journal = "J. Roy. Statist. Soc. B",
8426 volume = "38",
8427 pages = "189--203",
8428 year = "1976",
8429 }
8430
8431 @InProceedings{Gray-Moore-2003,
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8433 booktitle = "Artificial Iintelligence and Statistics",
8434 title = "Rapid Evaluation of Multiple Density Models",
8435 year = "2003",
8436 }
8437
8438 @Article{Gray84,
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8440 title = "Vector Quantization",
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8442 pages = "4--29",
8443 month = apr,
8444 year = "1984",
8445 }
8446
8447 @Article{Greenwood+Durand60,
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8449 title = "",
8450 journal = "Technometrics",
8451 volume = "2",
8452 pages = "55--56",
8453 year = "1960",
8454 }
8455
8456 @InProceedings{GregoryD2007,
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8458 Xiaojin Zhu",
8459 booktitle = "KDD '07: Proceedings of the 13th ACM SIGKDD
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8461 data mining",
8462 title = "Semi-supervised classification with hybrid
8463 generative/discriminative methods",
8464 publisher = "ACM",
8465 address = "New York, NY, USA",
8466 pages = "280--289",
8467 year = "2007",
8468 OPTciteulike-article-id = "2304687",
8469 OPTdoi = "10.1145/1281192.1281225",
8470 OPTisbn = "9781595936097",
8471 OPTkeywords = "classification",
8472 OPTpriority = "2",
8473 }
8474 %url = "http://portal.acm.org/citation.cfm?id=1281192.1281225",
8475
8476 @Article{Gribskov87,
8477 author = "M. Gribskov and M. McLachlan and D. Eisenber",
8478 title = "Profile analysis: detection of distantly related
8479 proteins",
8480 journal = PNAS,
8481 volume = "84",
8482 pages = "4355--4358",
8483 year = "1987",
8484 }
8485
8486 @TechReport{Griffin-Holub-Perona-07,
8487 author = "Gregory Griffin and Alex Holub and Pietro Perona",
8488 title = "Caltech-256 Object Category Dataset",
8489 number = "Technical Report 7694",
8490 institution = "California Institute of Technology",
8491 year = "2007",
8492 }
8493
8494 @Article{grigoriev95,
8495 author = "Dima Grigoriev and Marek Karpinski and Andrew Chi-Chih
8496 Yao",
8497 title = "An Exponential Lower Bound on the Size of Algebraic
8498 Decision Trees for {MAX}",
8499 journal = "Electronic Colloquium on Computational Complexity
8500 (ECCC)",
8501 volume = "2",
8502 number = "057",
8503 year = "1995",
8504 }
8505
8506 @Article{Grimes-Rao-2005,
8507 author = "D. B. Grimes and R. P. N. Rao",
8508 title = "Bilinear Sparse Coding for Invariant Vision",
8509 journal = "Neural Computation",
8510 volume = "17",
8511 number = "1",
8512 pages = "47--73",
8513 year = "2005",
8514 }
8515
8516 @Article{Grossberg67,
8517 author = "S. Grossberg",
8518 title = "Nonlinear Difference-Differential Equations in
8519 Prediction and Learning Theory",
8520 journal = PNAS,
8521 volume = "58",
8522 pages = "1329--1334",
8523 year = "1967",
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8595 @Book{Grossberg87a,
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8700 editor = NIPS20ed,
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8705 @inproceedings{guoschuurmans07b,
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8713 @inproceedings{Guo+Schuurmans-2008,
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8747 volume = "3",
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8771 title = "Structural Risk Minimization for Character
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8778
8779 @InCollection{Guyon92b,
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8781 editor = "S. Impedovo",
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8783 title = "Writer independent and writer adaptive neural network
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8790
8791 @InProceedings{Guyon93,
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8803 @InProceedings{Guyon95,
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9234 publisher = "Springer Verlag",
9235 year = "2001",
9236 series = "Springer Series in Statistics",
9237 annote = "ISBN: 0387952845",
9238 }
9239
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9241 author = "Trevor Hastie and Saharon Rosset and Robert Tibshirani
9242 and Ji Zhu",
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9249 }
9250
9251 @InProceedings{hastie96discriminant,
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9253 editor = NIPS8ed,
9254 booktitle = NIPS8,
9255 title = "Discriminant Adaptive Nearest Neighbor Classification
9256 and Regression",
9257 volume = "8",
9258 publisher = "{MIT} Press",
9259 pages = "409--415",
9260 year = "1996",
9261 URL = "citeseer.nj.nec.com/hastie94discriminant.html",
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9264 @Article{Hathaway85,
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9272 }
9273
9274 @article{hausser:2003,
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9280 pages = {372-383},
9281 }
9282
9283 @InProceedings{Haussler89,
9284 author = "D. Haussler",
9285 booktitle = "Proc. of the 30th Annual Symposium on the Foundations
9286 of Computer Science",
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9288 metric dimension-based uniform convergence results",
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9291 }
9292
9293 @InProceedings{haussler95,
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9295 booktitle = "Computational Learning Theory, 2nd European
9296 Conference, EuroCOLT'95",
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9298 general loss functions",
9299 publisher = "Springer",
9300 pages = "69--83",
9301 year = "1995",
9302 }
9303
9304 @book{hay01nnn,
9305 author = {Haykin, Simon},
9306 edition = {2},
9307 howpublished = {Hardcover},
9308 isbn = {0132733501},
9309 keywords = {network, neural},
9310 month = {July},
9311 posted-at = {2009-07-04 21:37:33},
9312 priority = {2},
9313 publisher = {Prentice Hall},
9314 title = {Neural Networks: A Comprehensive Foundation (2nd Edition)},
9315 url = {http://www.amazon.com/exec/obidos/redirect?tag=citeulike07-20&path=ASIN/0132733501},
9316 year = {1998}
9317 }
9318
9319
9320 @TechReport{He+Niyogi-2002,
9321 author = "X. He and P. Niyogi",
9322 title = "Locality Preserving Projections ({LPP})",
9323 number = "TR-2002-09",
9324 institution = "University of Chicago, Computer Science",
9325 year = "2002",
9326 }
9327
9328 @incollection{He+Niyogi-2004,
9329 author = "Xiaofei He and Partha Niyogi",
9330 title = "Locality Preserving Projections",
9331 editor = NIPS16ed,
9332 booktitle = NIPS16,
9333 publisher = "MIT Press",
9334 address = "Cambridge, MA",
9335 year = "2004",
9336 }
9337
9338 @Book{Hebb49,
9339 author = "D. O. Hebb",
9340 title = "The Organization of Behavior",
9341 publisher = "Wiley",
9342 address = "New York",
9343 year = "1949",
9344 }
9345
9346 @InProceedings{Hecht-Nielsen87a,
9347 author = "R. Hecht-Nielsen",
9348 editor = "M. Caudill and C. Butler",
9349 booktitle = icnn,
9350 title = "Combinatorial Hypercompression",
9351 volume = "2",
9352 publisher = "IEEE, New York",
9353 address = "San Diego 1987",
9354 pages = "455--461",
9355 year = "1987",
9356 }
9357
9358 @Article{Hecht-Nielsen87b,
9359 author = "R. Hecht-Nielsen",
9360 title = "Counterpropagation Networks",
9361 journal = applopt,
9362 volume = "26",
9363 pages = "4979--4984",
9364 year = "1987",
9365 }
9366
9367 @Article{Hecht-Nielsen88,
9368 author = "R. Hecht-Nielsen",
9369 title = "Applications of Counterpropagation Networks",
9370 journal = nn,
9371 volume = "1",
9372 pages = "131--139",
9373 year = "1988",
9374 }
9375
9376 @InProceedings{Hecht-Nielsen89,
9377 author = "R. Hecht-Nielsen",
9378 booktitle = ijcnn,
9379 title = "Theory of the Backpropagation Neural Network",
9380 volume = "1",
9381 publisher = "IEEE, New York",
9382 address = "Washington 1989",
9383 pages = "593--605",
9384 year = "1989",
9385 }
9386
9387 @Article{Hecht-Nielsen-1995,
9388 author = "R. Hecht-Nielsen",
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9390 journal = "Science",
9391 volume = "269",
9392 pages = "1860-1863",
9393 year = "1995",
9394 }
9395
9396 @TechReport{Heckerman96,
9397 author = "D. Heckerman",
9398 title = "A tutorial on learning with {Bayesian} networks",
9399 number = "TR-95-06",
9400 institution = "Microsoft Research",
9401 address = "ftp://ftp.research.microsoft.com/pub/Tech-Reports/Winter94-95/TR-95-06.PS",
9402 month = jan,
9403 year = "1996",
9404 }
9405
9406 @article{HeckermanD2000,
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9411 volume = {1},
9412 pages = {49--75}
9413 }
9414
9415 @article{heeger:1992a,
9416 author={David J. Heeger},
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9418 journal ={Visual Neuroscience},
9419 volume={9},
9420 number={2},
9421 pages={181-198},
9422 year={1992},
9423 }
9424
9425 @InProceedings{Hegde88,
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9427 booktitle = icnn,
9428 title = "Determination of Parameters in a Hopfield/Tank
9429 Computational Network",
9430 volume = "2",
9431 publisher = "IEEE, New York",
9432 address = "San Diego 1988",
9433 pages = "291--298",
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9435 }
9436
9437 @article{HedgeJ2000,
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9439 author = {Jay Hegd\'{e} and David C. {Van Essen} },
9440 citeulike-article-id = {465720},
9441 issn = {1529-2401},
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9443 keywords = {contour, v2},
9444 month = {March},
9445 number = {5},
9446 posted-at = {2006-01-15 12:57:15},
9447 priority = {0},
9448 title = {Selectivity for complex shapes in primate visual area V2},
9449 volume = {20},
9450 year = {2000}
9451 }
9452 %url = {http://view.ncbi.nlm.nih.gov/pubmed/10684908},
9453
9454 @inproceedings{Heitz+al:NIPS08a,
9455 title = {Cascaded Classification Models: {C}ombining Models for Holistic Scene Understanding},
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9457 booktitle = "Advances in Neural Information Processing Systems (NIPS 2008)",
9458 year = 2008,
9459 }
9460
9461 @InProceedings{HeldM1998,
9462 author = "Marcus Held and Joachim M. Buhmann",
9463 editor = NIPS10ed,
9464 booktitle = NIPS10,
9465 title = "Unsupervised on-line learning of decision trees for
9466 hierarchical data analysis",
9467 publisher = "MIT Press",
9468 address = "Cambridge, MA, USA",
9469 pages = "514--520",
9470 year = "1998",
9471 ISBN = "0-262-10076-2",
9472 location = "Denver, Colorado, United States",
9473 }
9474
9475 @InProceedings{herlocker99,
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9477 Borchers and John Riedl",
9478 booktitle = "SIGIR '99: Proceedings of the 22nd annual
9479 international ACM SIGIR conference on Research and
9480 development in information retrieval",
9481 title = "An algorithmic framework for performing collaborative
9482 filtering",
9483 publisher = "ACM Press",
9484 address = "New York, NY, USA",
9485 pages = "230--237",
9486 year = "1999",
9487 location = "Berkeley, California, United States",
9488 }
9489
9490 @InProceedings{Hermansky-genova91,
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9492 Phil Kohn",
9493 booktitle = "Proc. of Eurospeech 91",
9494 title = "Compensation for the Effect of the Communication
9495 Channel in Auditory-like Analysis of Speech
9496 ({RASTA}-{PLP})",
9497 address = "Genova (Italy)",
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9499 year = "1991",
9500 }
9501
9502 @TechReport{Hermansky-icsi91,
9503 author = "Hynek Hermansky and Nelson Morgan and Aruna Bayya and
9504 Phil Kohn",
9505 title = "{RASTA}-{PLP} Speech Analysis",
9506 number = "TR-91-069",
9507 institution = "International Computer Science Institute",
9508 address = "Berkeley, CA",
9509 month = dec,
9510 year = "1991",
9511 OPTnote = "Most speech parameter estimation techniques are easily
9512 influenced by the frequency response of the
9513 communication channel. We have developed a technique
9514 that is more robust to such steady-state spectral
9515 factors in speech. The approach is conceptually simple
9516 and computationally efficient. The new method is
9517 described, and experimental results are reported,
9518 showing a significant advantage for the proposed
9519 method.",
9520 }
9521
9522 @Article{Hermansky-jasa90,
9523 author = "Hynek Hermansky",
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9526 journal = jasa,
9527 year = "1990",
9528 OPTnote = "",
9529 OPTpages = "1738--1752",
9530 }
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9532 @Book{Hernandez-Lerma+Lasserre-2003,
9533 author = "On\'esimo Hern\'andez-Lerma and Jean Bernard
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9538 }
9539
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9541 author = "J. A. Hertz and G. Grinstein and S. Solla",
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9545 publisher = "American Institute of Physics, New York",
9546 address = "Snowbird 1986",
9547 pages = "212--218",
9548 year = "1986",
9549 }
9550
9551 @InProceedings{Hertz87,
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9554 booktitle = "Heidelberg Colloquium on Glassy Dynamics",
9555 title = "Irreversible Spin Glasses and Neural Networks",
9556 publisher = "Springer-Verlag, Berlin",
9557 address = "Heidelberg 1986",
9558 pages = "538--546",
9559 year = "1987",
9560 }
9561
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9563 author = "J. A. Hertz",
9564 title = "A Gauge Theory in Computational Vision: {A} Model for
9565 Outline Extraction",
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9570 }
9571
9572 @Article{Hertz89b,
9573 author = "J. A. Hertz and A. Krogh and G. I. Thorbergsson",
9574 title = "Phase Transitions in Simple Learning",
9575 journal = jpa,
9576 volume = "22",
9577 pages = "2133--2150",
9578 year = "1989",
9579 }
9580
9581 @TechReport{Hertz90,
9582 author = "J. A. Hertz",
9583 title = "Statistical Dynamics of Learning",
9584 type = "Preprint",
9585 number = "90/34 S",
9586 institution = "Nordita",
9587 address = "Copenhagen, Denmark",
9588 year = "1990",
9589 }
9590
9591 @Article{Herz89,
9592 author = "A. Herz and B. Sulzer and R. K{\"u}hn and J. L. van
9593 Hemmen",
9594 title = "Hebbian Learning Reconsidered: Representation of
9595 Static and Dynamic Objects in Associative Neural Nets",
9596 journal = biocyb,
9597 volume = "60",
9598 pages = "457--467",
9599 year = "1989",
9600 }
9601
9602 @Article{Heskes-98,
9603 author = "T. Heskes",
9604 title = "Bias/variance decompositions for likelihood-based
9605 estimators",
9606 journal = "Neural Computation",
9607 volume = "10",
9608 pages = "1425--1433",
9609 year = "1998",
9610 }
9611
9612 @Article{heskes00,
9613 author = "Tom Heskes",
9614 title = "On Natural Learning and Pruning in Multilayered
9615 Perceptrons",
9616 journal = "Neural Computation",
9617 volume = "12",
9618 number = "4",
9619 pages = "881--901",
9620 year = "2000",
9621 }
9622
9623 @InProceedings{heskes98,
9624 author = "Tom Heskes",
9625 booktitle = "International Conference On Machine Learning",
9626 title = "Solving a huge number of similar tasks: a combination
9627 of multi-task learning and a hierarchical {Bayesian}
9628 approach",
9629 year = "1998",
9630 }
9631
9632 @Article{Hestenes+Stiefel-1952,
9633 author = "Magnus R. Hestenes and Eduard Stiefel",
9634 title = "Methods of Conjugate Gradients for Solving Linear
9635 Systems",
9636 journal = "Journal of Research of National Bureau Standards",
9637 volume = "49",
9638 number = "6",
9639 pages = "409--436",
9640 year = "1952",
9641 }
9642
9643 @Article{Hettich-93,
9644 author = "R. Hettich and K. O. Kortanek",
9645 title = "Semi-infinite programming: theory, methods, and
9646 applications",
9647 journal = "{SIAM} Review",
9648 volume = "35",
9649 number = "3",
9650 pages = "380--429",
9651 year = "1993",
9652 }
9653
9654 @InProceedings{Hines96,
9655 author = "J. W. Hines",
9656 booktitle = nipc-hmit96,
9657 title = "A Logarithmic Neural Network Architecture for a {PRA}
9658 Approximation",
9659 volume = "1",
9660 publisher = ans,
9661 pages = "235--241",
9662 year = "1996",
9663 }
9664
9665 @Article{HinOsiWel2006,
9666 author = "Geoffrey E. Hinton and Simon Osindero and Max Welling
9667 and {Yee Whye} Teh",
9668 title = "Unsupervised Discovery of Non-Linear Structure using
9669 Contrastive Backpropagation",
9670 journal = "Cognitive Science",
9671 volume = "30",
9672 number = "4",
9673 year = "2006",
9674 }
9675
9676 @Article{Hinton+Ghahramani-97,
9677 author = "G. E. Hinton and Z. Ghahramani",
9678 title = "Generative models for discovering sparse distributed
9679 representations",
9680 journal = "Philosophical Transactions of the Royal Society of
9681 London",
9682 volume = "B",
9683 number = "352",
9684 pages = "1177--1190",
9685 year = "1997",
9686 }
9687
9688 @InCollection{Hinton-bo86,
9689 author = "G. E. Hinton and T. J. Sejnowski",
9690 editor = "D. E. Rumelhart and J. L. McClelland",
9691 booktitle = "Parallel Distributed Processing: Explorations in the
9692 Microstructure of Cognition. Volume 1: Foundations",
9693 title = "Learning and relearning in {Boltzmann} machines",
9694 publisher = "MIT Press",
9695 address = "Cambridge, MA",
9696 pages = "282--317",
9697 year = "1986",
9698 }
9699
9700 @InProceedings{Hinton-ICA-2001,
9701 author = "G. E. Hinton and M. Welling and Y. W. Teh and S.
9702 Osindero",
9703 booktitle = "Proceedings of 3rd International Conference on Independent Component Analysis and Blind Signal Separation (ICA'01)",
9704 title = "A New View of {ICA}",
9705 address = "San Diego, CA",
9706 pages = "746--751",
9707 year = "2001",
9708 }
9709
9710 @InProceedings{Hinton-nips95,
9711 author = "G. E. Hinton and M. Revow and P. Dayan",
9712 editor = NIPS7ed,
9713 booktitle = NIPS7,
9714 title = "Recognizing handwritten digits using mixtures of
9715 linear models",
9716 publisher = "MIT Press, Cambridge, MA",
9717 pages = "1015--1022",
9718 year = "1995",
9719 }
9720
9721 @TechReport{Hinton-PoE-2000,
9722 author = "Geoffrey E. Hinton",
9723 title = "Training Products of Experts by Minimizing Contrastive
9724 Divergence",
9725 number = "GCNU TR 2000-004",
9726 institution = "Gatsby Unit, University College London",
9727 year = "2000",
9728 }
9729
9730 @Article{Hinton-Science2006,
9731 author = "Geoffrey E. Hinton and Ruslan Salakhutdinov",
9732 title = "Reducing the dimensionality of data with neural
9733 networks",
9734 journal = "Science",
9735 volume = "313",
9736 number = "5786",
9737 pages = "504--507",
9738 month = jul,
9739 year = "2006",
9740 }
9741
9742 %I deprecate the following one as this is a duplicate of the preceding one!
9743 @Article{Hinton+Salakhutdinov-2006,
9744 author = "Geoffrey E. Hinton and Ruslan {Salakhutdinov}",
9745 title = "{Reducing the Dimensionality of Data with Neural
9746 Networks}",
9747 journal = "Science",
9748 volume = "313",
9749 pages = "504--507",
9750 month = jul,
9751 year = "2006",
9752 }
9753
9754
9755 @Article{Hinton06,
9756 author = "Goeffrey E. Hinton and Simon Osindero and {Yee Whye} Teh",
9757 title = "A fast learning algorithm for deep belief nets",
9758 journal = "Neural Computation",
9759 volume = "18",
9760 pages = "1527--1554",
9761 year = "2006",
9762
9763 }
9764
9765 @Article{Hinton06-small,
9766 author = "G. E. Hinton and S. Osindero and Y.-W. Teh",
9767 title = "A fast learning algorithm for deep belief nets",
9768 journal = "Neural Computation",
9769 volume = "18",
9770 pages = "1527--1554",
9771 year = "2006",
9772
9773 }
9774
9775 @InProceedings{hinton1994amd,
9776 author = "Geoffrey E. Hinton and R. S. Zemel",
9777 title = "Autoencoders, minimum description length, and
9778 Helmholtz free energy",
9779 booktitle = NIPS6,
9780 editor = NIPS6ed,
9781 publisher = "Morgan Kaufmann Publishers, Inc.",
9782 pages = "3--10",
9783 year = "1994",
9784 }
9785
9786 @Article{Hinton2002,
9787 author = "Geoffrey E. Hinton",
9788 title = "Training products of experts by minimizing contrastive
9789 divergence",
9790 journal = "Neural Computation",
9791 volume = "14",
9792 pages = "1771--1800",
9793 year = "2002",
9794 }
9795
9796 @InProceedings{Hinton83,
9797 author = "G. E. Hinton and T. J. Sejnowski",
9798 booktitle = cvpr83,
9799 title = "Optimal Perceptual Inference",
9800 publisher = "IEEE, New York",
9801 address = "Washington 1983",
9802 pages = "448--453",
9803 year = "1983",
9804 }
9805
9806 @TechReport{Hinton84,
9807 author = "G. E. Hinton and T. J. Sejnowski and D. H. Ackley",
9808 title = "{Boltzmann} machines: Constraint satisfaction networks
9809 that learn",
9810 number = "TR-CMU-CS-84-119",
9811 institution = "Carnegie-Mellon University, Dept. of Computer
9812 Science",
9813 year = "1984",
9814 }
9815
9816 @InCollection{Hinton86a,
9817 author = "G. E. Hinton and T. J. Sejnowski",
9818 editor = "D. E. Rumelhart and J. L. McClelland",
9819 booktitle = pdp,
9820 title = "Learning and Relearning in {Boltzmann} Machines",
9821 chapter = "7",
9822 volume = "1",
9823 publisher = "MIT Press",
9824 address = "Cambridge",
9825 pages = "282--317",
9826 year = "1986",
9827 }
9828
9829 @InProceedings{Hinton86b,
9830 author = "Geoffrey E. Hinton",
9831 booktitle = "Proceedings of the Eighth Annual Conference of the
9832 Cognitive Science Society",
9833 title = "Learning Distributed Representations of Concepts",
9834 publisher = "Lawrence Erlbaum, Hillsdale",
9835 address = "Amherst 1986",
9836 pages = "1--12",
9837 year = "1986",
9838 }
9839
9840 @InProceedings{Hinton86b-small,
9841 author = "Geoffrey E. Hinton",
9842 booktitle = "Proc. 8th Annual Conf. Cog. Sc. Society",
9843 title = "Learning Distributed Representations of Concepts",
9844 pages = "1--12",
9845 year = "1986",
9846 }
9847
9848 @InProceedings{Hinton87,
9849 author = "Geoffrey E. Hinton",
9850 editor = "J. W. {de Bakker} and A. J. Nijman and P. C.
9851 Treleaven",
9852 booktitle = "Proceedings of {PARLE} Conference on Parallel
9853 Architectures and Languages Europe",
9854 title = "Learning translation invariant in massively parallel
9855 networks",
9856 publisher = "Springer-Verlag",
9857 address = "Berlin",
9858 pages = "1--13",
9859 year = "1987",
9860 }
9861
9862 @Article{Hinton89,
9863 author = "Geoffrey E. Hinton",
9864 title = "Deterministic {Boltzmann} Learning Performs Steepest
9865 Descent in Weight Space",
9866 journal = nc,
9867 volume = "1",
9868 pages = "143--150",
9869 year = "1989",
9870 }
9871
9872 @Article{Hinton89b,
9873 author = "Geoffrey E. Hinton",
9874 title = "Connectionist learning procedures",
9875 journal = "Artificial Intelligence",
9876 volume = "40",
9877 pages = "185--234",
9878 year = "1989",
9879 }
9880
9881 @Article{Hinton90,
9882 author = "G. E. Hinton and S. J. Nowlan",
9883 title = "The bootstrap Widrow-Hoff rule as a cluster-formation
9884 algorithm",
9885 journal = nc,
9886 volume = "2",
9887 pages = "355--362",
9888 year = "1990",
9889 }
9890
9891 @InProceedings{Hinton92,
9892 author = "G. E. Hinton and C. K. I. Williams and M. D. Revow",
9893 editor = NIPS4ed,
9894 booktitle = NIPS4,
9895 title = "Adaptive elastic models for hand-printed character
9896 recognition",
9897 publisher = "Morgan Kaufmann",
9898 address = "San Mateo CA",
9899 pages = "512--519",
9900 year = "1992",
9901 }
9902
9903 @Misc{Hinton93,
9904 author = "Geoffrey E. Hinton",
9905 title = "Using the minimum description length principle to
9906 discover factorial codes",
9907 howpublished = "Lecture given at the 1993 Connectionist Models Summer
9908 School",
9909 year = "1993",
9910 }
9911
9912 @Article{Hinton95,
9913 author = "Geoffrey E. Hinton and Peter Dayan and Brendan J. Frey and Radford M.
9914 Neal",
9915 title = "The wake-sleep algorithm for unsupervised neural
9916 networks",
9917 journal = "Science",
9918 volume = "268",
9919 pages = "1558--1161",
9920 year = "1995",
9921 }
9922
9923 @Article{hinton97modelling,
9924 author = "G. E. Hinton and P. Dayan and M. Revow",
9925 title = "Modelling the manifolds of images of handwritten
9926 digits",
9927 journal = "IEEE Transactions on Neural Networks",
9928 volume = "8",
9929 pages = "65--74",
9930 year = "1997",
9931 }
9932
9933 @InProceedings{Hinton99,
9934 author = "Geoffrey E. Hinton",
9935 booktitle = "Proceedings of the Ninth International Conference on
9936 Artificial Neural Networks (ICANN)",
9937 title = "Products of Experts",
9938 volume = "1",
9939 publisher = "IEE",
9940 address = "Edinburgh, Scotland",
9941 pages = "1--6",
9942 year = "1999",
9943 }
9944
9945 @InProceedings{HintonG2005,
9946 author = "Geoffrey E. Hinton and Simon Osindero and Kejie Bao",
9947 editor = aistats05ed,
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11346 @Book{JuddBook,
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11461 publisher = "{MIT} Press",
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11488 @PhdThesis{KasselR1995,
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11492 year = {1995},
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11544 title = "Refining Algorithms with Knowledge-Based Neural
11545 Networks: Improving the Chou-Fasman Algorithm for
11546 Protein Folding",
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11558 W. Shavlik",
11559 editor = NIPS3ed,
11560 booktitle = NIPS3,
11561 title = "Training Knowledge-Based Neural Networks to Recognize
11562 Genes in {DNA} Sequences",
11563 publisher = "Morgan Kaufmann",
11564 address = "Denver, CO",
11565 pages = "530--536",
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11569 @InProceedings{kbnn-opitz.ijcai93,
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11571 booktitle = "Proceedings of the Thirteenth International Joint
11572 Conference on Artificial Intelligence",
11573 title = "Heuristically Expanding Knowledge-Based Neural
11574 Networks",
11575 address = "Chambery, France",
11576 month = sep,
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11580 @TechReport{kbnn-opitz.mlrgwp92,
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11583 Neural Networks",
11584 number = "Machine Learning Research Group Working Paper 92-1",
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11595 title = "A Framework for Combining Symbolic and Neural
11596 Learning",
11597 number = "UW TR 1123",
11598 institution = "Department of Computer Sciences, University of
11599 Wisconsin",
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11601 note = "(a shorter version will appear in Machine Learning)",
11602 }
11603
11604 @InProceedings{kbnn-towell.aaai90,
11605 author = "G. G. Towell and J. W. Shavlik and M. O. Noordewier",
11606 booktitle = "Proceedings of the Eighth National Conference on
11607 Artificial Intelligence",
11608 title = "Refinement of Approximate Domain Theories by
11609 Knowledge-Based Neural Networks",
11610 address = "Boston, MA",
11611 pages = "861--866",
11612 year = "1990",
11613 }
11614
11615 @InProceedings{kbnn-towell.aaai92,
11616 author = "G. Towell and J. Shavlik",
11617 booktitle = "Proceedings of the Tenth National Conference on
11618 Artificial Intelligence",
11619 title = "Using Symbolic Learning to Improve Knowledge-Based
11620 Neural Networks",
11621 address = "San Jose, CA",
11622 pages = "177--182",
11623 year = "1992",
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11625
11626 @Article{kbnn-towell.aij94,
11627 author = "Geoffrey G. Towell and Jude W. Shavlik",
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11631 note = "undergoing 2nd review",
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11633
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11635 author = "Geoffrey G. Towell and Jude W. Shavlik",
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11637 booktitle = "Machine Learning: An Integrated Approach",
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11644
11645 @InProceedings{kbnn-towell.mlc91,
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11648 booktitle = "Proceedings of the Eighth International Machine
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11670 author = "Geoffrey G. Towell and Jude W. Shavlik",
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12060 title = "Associative Network Models for Central Pattern
12061 Generators",
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12075 }
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12158 }
12159
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12166 publisher = "IEEE, New York",
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12171
12172 @TechReport{Kohonen86lvq,
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12174 title = "Learning Vector Quantization for Pattern Recognition",
12175 type = "Report",
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12177 institution = "Helsinki University of Technology",
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12179 year = "1986",
12180 }
12181
12182 @InProceedings{Kohonen88,
12183 author = "T. Kohonen and G. Barna and R. Chrisley",
12184 booktitle = icnn,
12185 title = "Statistical Pattern Recognition with Neural Networks:
12186 Benchmarking Studies",
12187 volume = "1",
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12189 address = "San Diego 1988",
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12193
12194 @Book{Kohonen89,
12195 author = "T. Kohonen",
12196 title = "Self-Organization and Associative Memory",
12197 publisher = "Springer-Verlag",
12198 address = "Berlin",
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12200 year = "1989",
12201 }
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12204 author = "T. Kohonen",
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12206 publisher = "Springer",
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12209 }
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12223 author = "J. F. Kolen and J. B. Pollack",
12224 key = "kolen",
12225 title = "Back propagation is sensitive to initial conditions",
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12229 year = "1990",
12230 }
12231
12232 @InProceedings{Kolen-nips94,
12233 author = "John F. Kolen",
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12255 author = "A. N. Kolmogorov",
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12304 title = "{REMAP}: Recursive Estimation and Maximization of {A}
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12319 @techreport {koray-psd-08,
12320 original = "orig/koray-psd-08.pdf",
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12749 @TechReport{Lapedes87,
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12769
12770 @Article{Lari90,
12771 author = "K. Lari and S. J. Young",
12772 title = "The estimation of stochastic context-free grammars
12773 using the Inside-Outside algorithm",
12774 journal = cspla,
12775 volume = "4",
12776 pages = "35--56",
12777 year = "1990",
12778 }
12779
12780 @inproceedings{Tieleman08,
12781 author = {Tijmen Tieleman},
12782 title = {Training restricted Boltzmann machines using approximations to the likelihood gradient},
12783 booktitle = ICML08,
12784 editor = ICML08ed,
12785 publisher = ICML08publ,
12786 location = {Helsinki, Finland},
12787 year = {2008},
12788 pages = {1064--1071}
12789 }
12790
12791 @InProceedings{TielemanT2009,
12792 author = {Tijmen Tieleman and Geoffrey Hinton},
12793 title = {Using Fast Weights to Improve Persistent Contrastive Divergence},
12794 booktitle = ICML09,
12795 editor = ICML09ed,
12796 publisher = ICML09publ,
12797 year = "2009",
12798 isbn = {978-1-60558-516-1},
12799 pages = {1033--1040},
12800 location = icml09loc,
12801 doi = {http://doi.acm.org/10.1145/1553374.1553506},
12802 }
12803
12804 @article{Larochelle-jmlr-toappear-2008,
12805 author = {Hugo Larochelle and Yoshua Bengio and Jerome Louradour and Pascal Lamblin},
12806 title = {Exploring Strategies for Training Deep Neural Networks},
12807 journal = jmlr,
12808 year = 2009,
12809 volume = 10,
12810 pages = {1--40},
12811 }
12812
12813 @InProceedings{LarochelleH2007-small,
12814 author = "H. Larochelle and D. Erhan and A. Courville and
12815 J. Bergstra and Y. Bengio",
12816 booktitle = "ICML 2007",
12817 title = "An Empirical Evaluation of Deep Architectures on
12818 Problems with Many Factors of Variation",
12819 year = "2007",
12820 }
12821
12822 @InProceedings{LarochelleH2007-short,
12823 author = "H. Larochelle and D. Erhan and A. Courville and
12824 J. Bergstra and Y. Bengio",
12825 booktitle = "Int. Conf. Mach. Learn.",
12826 title = "An Empirical Evaluation of Deep Architectures on
12827 Problems with Many Factors of Variation",
12828 year = "2007",
12829 pages = "473--480",
12830 }
12831
12832 %I deprecate the following one as this is a duplicate of LarochelleH2007
12833 @InProceedings{larochelle-icml-2007,
12834 author = "Hugo Larochelle and Dumitru Erhan and Aaron Courville
12835 and James Bergstra and Yoshua Bengio",
12836 booktitle = ICML07,
12837 editor = ICML07ed,
12838 publisher = ICML07publ,
12839 title = "An Empirical Evaluation of Deep Architectures on
12840 Problems with Many Factors of Variation",
12841 pages = "473--480",
12842 location = "Corvallis, OR",
12843 year = "2007",
12844 }
12845 %url = "http://www.machinelearning.org/proceedings/icml2007/papers/331.pdf",
12846
12847 %I deprecate the following one as this is a duplicate of LarochelleH2007
12848 @Article{larochelle:icml07,
12849 author = "Hugo Larochelle and Dumitru Erhan and Aaron Courville and
12850 James Bergstra and Yoshua Bengio",
12851 booktitle = ICML07,
12852 editor = ICML07ed,
12853 publisher = ICML07publ,
12854 title = "An empirical evaluation of deep architectures on
12855 problems with many factors of variation",
12856 pages = "473--480",
12857 year = "2007",
12858 location = "Corvallis, OR",
12859 url = "http://www.machinelearning.org/proceedings/icml2007/papers/331.pdf",
12860 }
12861
12862 @inproceedings{Larochelle+Bengio-2008-small,
12863 author = "Hugo Larochelle and Yoshua Bengio",
12864 title = {Classification using Discriminative Restricted {Boltzmann} Machines},
12865 booktitle = {Proceedings of ICML 2008},
12866 year = {2008},
12867 pages = {536--543}
12868 }
12869
12870 @InCollection{Larsen98,
12871 author = "Jan Larsen and Claus Svarer and Lars Nonboe Andersen
12872 and Lars Kai Hansen",
12873 editor = "G. B. Orr and K-R. Muller",
12874 booktitle = "Neural Networks: Tricks of he Trade",
12875 title = "Adaptive Regularization in Neural Networks Modeling",
12876 publisher = "Springer",
12877 pages = "113--132",
12878 year = "1998",
12879 }
12880
12881
12882 @InProceedings{LasserreJ2006,
12883 author = "Julia A. Lasserre and Christopher M. Bishop and
12884 Thomas P. Minka",
12885 booktitle = cvpr06,
12886 title = "Principled Hybrids of Generative and Discriminative
12887 Models",
12888 publisher = "IEEE Computer Society",
12889 address = "Washington, DC, USA",
12890 pages = "87--94",
12891 year = "2006",
12892 ISBN = "0-7695-2597-0",
12893 doi = "http://dx.doi.org/10.1109/CVPR.2006.227",
12894 }
12895
12896
12897 @TechReport{Laub2003,
12898 author = "J. Laub and K.-R. M{\"u}ller",
12899 title = "Feature discovery: unraveling hidden structure in
12900 non-metric pairwise data",
12901 institution = "Fraunhofer FIRST.IDA",
12902 address = "Germany",
12903 year = "2003",
12904 }
12905
12906 @Article{Lauritzen95,
12907 author = "Steffen L. Lauritzen",
12908 title = "The {EM} algorithm for graphical association models
12909 with missing data",
12910 journal = "Computational Statistics and Data Analysis",
12911 volume = "19",
12912 pages = "191--201",
12913 year = "1995",
12914 }
12915
12916 @Book{Lauritzen96,
12917 author = "Steffen L. Lauritzen",
12918 title = "Graphical Models",
12919 publisher = "Clarendon Press",
12920 address = "Oxford",
12921 year = "1996",
12922 ISBN = "0-19-852219-3",
12923 }
12924
12925 @Book{Lawler76,
12926 author = "E. L. Lawler",
12927 title = "Combinatorial Optimization: Networks and Matroids",
12928 publisher = "Holt-Rinehart-Winston",
12929 address = "New York",
12930 year = "1976",
12931 }
12932
12933 @Book{Lawler85,
12934 editor = "E. L. Lawler and J. K. Lenstra and A. H. G. Rinnooy
12935 Kan and D. B. Shmoys",
12936 title = "The Travelling Salesman Problem",
12937 publisher = "Wiley",
12938 address = "Chichester",
12939 year = "1985",
12940 }
12941
12942 @InProceedings{Lawrence-Seeger-Herbrich-2003,
12943 author = "Neil Lawrence and Matthias Seeger and Ralf Herbrich",
12944 editor = NIPS15ed,
12945 booktitle = NIPS15,
12946 title = "Fast Sparse {G}aussian Process Methods: The Informative
12947 Vector Machine",
12948 publisher = "{MIT} Press",
12949 pages = "609--616",
12950 year = "2003",
12951 }
12952
12953 @InCollection{Lawrence00,
12954 author = "S. Lawrence and S. Fong and C. L. Giles",
12955 title = "Natural Language Grammatical Inference with Recurrent
12956 Neural Networks",
12957 journal = "IEEE Trans. on Knowledge and Data Engineering",
12958 pages = "",
12959 year = "2000",
12960 }
12961
12962 @InCollection{Lawrence96,
12963 author = "S. Lawrence and S. Fong and C. L. Giles",
12964 editor = "S. Wermter and E. Riloff and G. Scheler",
12965 booktitle = "Lecture Notes on Artificial Intelligence,
12966 Connectionist, Statistical and Symbolic Approaches to
12967 Learning for Natural Language Processing",
12968 title = "Natural Language Grammatical Inference: {A} Comparison
12969 of Recurrent Neural Networks and Machine Learning
12970 Methods",
12971 publisher = "Springer-Verlag, NY",
12972 year = "1996",
12973 }
12974
12975 @InCollection{LawrenceN2005,
12976 author = "Neil D. {Lawrence} and Michael I. {Jordan}",
12977 editor = NIPS17ed,
12978 booktitle = NIPS17,
12979 title = "Semi-supervised Learning via {G}aussian Processes",
12980 publisher = "MIT Press",
12981 address = "Cambridge, MA",
12982 pages = "753--760",
12983 year = "2005",
12984 original = "0753-257.PDF",
12985 }
12986
12987 @TechReport{LeBaron95,
12988 author = "B. LeBaron and A. S. Weigend",
12989 title = "Evaluating Neural Network Predictors by
12990 Bootstrapping",
12991 number = "CU-CS-725-94",
12992 institution = "University of Colorado, Boulder",
12993 year = "1995",
12994 }
12995
12996 @Article{LeCun+98,
12997 author = "Yann {LeCun} and Leon Bottou and Yoshua Bengio and
12998 Patrick Haffner",
12999 title = "Gradient-Based Learning Applied to Document
13000 Recognition",
13001 journal = "Proceedings of the {IEEE}",
13002 volume = "86",
13003 number = "11",
13004 pages = "2278--2324",
13005 month = nov,
13006 year = "1998",
13007 }
13008
13009 @InCollection{LeCun+98backprop,
13010 author = "Yann {LeCun} and L\'{e}on Bottou and Genevieve B. Orr
13011 and Klaus-Robert M{\"{u}}ller",
13012 title = "Efficient Backprop",
13013 booktitle = "Neural Networks, Tricks of the Trade",
13014 series = "Lecture Notes in Computer Science LNCS~1524",
13015 publisher = "Springer Verlag",
13016 year = "1998",
13017 }
13018 %URL = "http://leon.bottou.org/papers/lecun-98x",
13019
13020
13021 @InCollection{LeCun+98backprop-small,
13022 author = "Y. {LeCun} and L. Bottou and G. B. Orr
13023 and K. M{\"{u}}ller",
13024 title = "Efficient Backprop",
13025 booktitle = "Neural Networks, Tricks of the Trade",
13026 year = "1998",
13027 }
13028
13029
13030 @InProceedings{lecun-04,
13031 author = "Yann {LeCun} and Fu-Jie Huang and L{\'e}on Bottou",
13032 booktitle = cvpr04,
13033 title = "Learning Methods for Generic Object Recognition with
13034 Invariance to Pose and Lighting",
13035 volume = {2},
13036 year = "2004",
13037 issn = {1063-6919},
13038 pages = {97-104},
13039 doi = {http://doi.ieeecomputersociety.org/10.1109/CVPR.2004.144},
13040 publisher = {IEEE Computer Society},
13041 address = {Los Alamitos, CA, USA},
13042 }
13043
13044 @InProceedings{LeCun-cp89,
13045 author = "Yann {LeCun}",
13046 booktitle = "Connectionism in Perspective",
13047 title = "Generalization and Network Design Strategies",
13048 publisher = "Elsevier Publishers",
13049 year = "1989",
13050 }
13051
13052 @InCollection{LeCun-dsbo86,
13053 author = "Yann {LeCun}",
13054 editor = "F. Fogelman-Souli\'e and E. Bienenstock and G.
13055 Weisbuch",
13056 booktitle = "Disordered Systems and Biological Organization",
13057 title = "Learning Processes in an Asymmetric Threshold
13058 Network",
13059 publisher = "Springer-Verlag",
13060 address = "Les Houches, France",
13061 pages = "233--240",
13062 year = "1986",
13063 }
13064
13065 @InProceedings{lecun-huang-05,
13066 author = "Yann {LeCun} and {Fu Jie} Huang",
13067 editor = aistats05ed,
13068 booktitle = aistats05,
13069 title = "Loss Functions for Discriminative Training of
13070 Energy-Based Models",
13071 date = "Jan 6-8, 2005",
13072 location = "Savannah Hotel, Barbados",
13073 year = "2005",
13074 }
13075
13076 @Misc{LeCun-nips93-tutorial,
13077 author = "Yann {LeCun}",
13078 title = "Efficient learning and second-order methods",
13079 year = "1993",
13080 note = "Tutorial presented at NIPS'93, Denver, CO",
13081 }
13082
13083 @PhdThesis{Lecun-these87,
13084 author = "Yann {LeCun}",
13085 title = "Mod\`eles connexionistes de l'apprentissage",
13086 school = "Universit\'e de Paris VI",
13087 year = "1987",
13088 }
13089
13090 @InCollection{lecun2006,
13091 author = "Yann {LeCun} and Sumit Chopra and Raia Hadsell and
13092 Marc-Aurelio Ranzato and Fu-Jie Huang",
13093 editor = "G. Bakir and T. Hofman and B. Scholkopf and A. Smola
13094 and B. Taskar",
13095 booktitle = "Predicting Structured Data",
13096 title = "A Tutorial on Energy-Based Learning",
13097 publisher = "MIT Press",
13098 pages = "191--246",
13099 year = "2006",
13100 }
13101
13102 @InProceedings{LeCun85,
13103 author = "Yann {LeCun}",
13104 booktitle = "Cognitiva 85: A la Fronti\`ere de l'Intelligence
13105 Artificielle, des Sciences de la Connaissance et des
13106 Neurosciences",
13107 title = "Une Proc\'edure d'Apprentissage pour {R}\'eseau \`a
13108 Seuil Assym\'etrique",
13109 publisher = "CESTA, Paris",
13110 address = "Paris 1985",
13111 pages = "599--604",
13112 year = "1985",
13113 }
13114
13115 @InCollection{LeCun86,
13116 author = "Yann {LeCun}",
13117 editor = "E. Bienenstock and F. Fogelman-Souli\'e and G.
13118 Weisbuch",
13119 booktitle = "Disordered Systems and Biological Organization",
13120 title = "Learning Processes in an Asymmetric Threshold
13121 Network",
13122 publisher = "Springer-Verlag, Berlin",
13123 address = "Les Houches 1985",
13124 pages = "233--240",
13125 year = "1986",
13126 }
13127
13128 @Article{LeCun89,
13129 author = "Yann {LeCun} and Bernhard Boser and John S. Denker and Donnie
13130 Henderson and Richard E. Howard and Wayne Hubbard and Lawrence D.
13131 Jackel",
13132 title = "Backpropagation Applied to Handwritten Zip Code
13133 Recognition",
13134 journal = nc,
13135 volume = "1",
13136 number = "4",
13137 pages = "541--551",
13138 year = "1989",
13139 }
13140
13141 @TechReport{LeCun89a,
13142 author = "Yann {LeCun}",
13143 key = "LeCun",
13144 title = "Generalization and Network Design Strategies",
13145 type = "Technical Report",
13146 number = "CRG-TR-89-4",
13147 institution = "University of Toronto",
13148 year = "1989",
13149 }
13150
13151 @Article{LeCun89d,
13152 author = "Yann {LeCun} and Lawrence D. Jackel and B. Boser and J.
13153 S. Denker and Hans P. Graf and I. Guyon and D.
13154 Henderson and R. E. Howard and W. Hubbard",
13155 title = "Handwritten Digit recognition: Applications of Neural
13156 Network Chips and Automatic Learning",
13157 journal = "IEEE Communications Magazine",
13158 volume = "27",
13159 number = "11",
13160 pages = "41--46",
13161 month = nov,
13162 year = "1989",
13163 }
13164
13165 @InProceedings{LeCun90a,
13166 author = "Y. {LeCun} and B. Boser and J. S. Denker and D.
13167 Henderson and R. E. Howard and W. Hubbard and L. D.
13168 Jackel",
13169 editor = NIPS2ed,
13170 booktitle = NIPS2,
13171 title = "Handwritten Digit Recognition with a Back-Propagation
13172 Network",
13173 publisher = "Morgan Kaufmann, San Mateo",
13174 address = "Denver, CO",
13175 pages = "396--404",
13176 year = "1990",
13177 }
13178
13179 @InProceedings{LeCun90b,
13180 author = "Y. {LeCun} and J. S. Denker and S. A. Solla",
13181 editor = NIPS2ed,
13182 booktitle = NIPS2,
13183 title = "Optimal Brain Damage",
13184 publisher = "Morgan Kaufmann, San Mateo",
13185 address = "Denver, CO",
13186 pages = "598--605",
13187 year = "1990",
13188 }
13189
13190 @InProceedings{LeCun90c,
13191 author = "Y. LeCun and Y. Matan and B. Boser and J. S. Denker
13192 and D. Henderson and R. E. Howard and W. Hubbard and L.
13193 D. Jackel and H. S. Baird",
13194 editor = "IAPR",
13195 booktitle = "International Conference on Pattern Recognition",
13196 title = "Handwritten Zip Code Recognition with Multilayer
13197 Networks",
13198 publisher = "IEEE",
13199 address = "Atlantic City",
13200 year = "1990",
13201 }
13202
13203 @InProceedings{LeCun91,
13204 author = "Y. {LeCun} and I. Kanter and S. Solla",
13205 editor = NIPS3ed,
13206 booktitle = NIPS3,
13207 title = "Second order properties of error surfaces: learning
13208 time, generalization",
13209 publisher = "Morgan Kaufmann",
13210 address = "Denver, CO",
13211 pages = "918--924",
13212 year = "1991",
13213 }
13214
13215 @InCollection{LeCun93,
13216 author = "Y. {LeCun} and P. Simard and B. Pearlmutter",
13217 editor = NIPS5ed,
13218 booktitle = NIPS5,
13219 title = "Automatic learning rate maximization by on-line
13220 estimation of the {Hessian}'s eigenvectors",
13221 publisher = "Morgan Kaufmann Publishers, San Mateo, CA",
13222 pages = "156--163",
13223 year = "1993",
13224 }
13225
13226 @InProceedings{LeCun94b,
13227 author = "Yann LeCun and Yoshua Bengio",
13228 editor = "IEEE",
13229 booktitle = ICPR94,
13230 title = "Word-Level Training of a Handritten Word Recognizer
13231 based on Convolutional Neural Networks",
13232 address = "Jerusalem 1994",
13233 year = "1994",
13234 }
13235
13236 @Article{LeCun98-small,
13237 author = "Y. {LeCun} and L. Bottou and Y. Bengio and
13238 P. Haffner",
13239 title = "Gradient Based Learning Applied to Document
13240 Recognition",
13241 journal = "IEEE",
13242 volume = "86",
13243 number = "11",
13244 pages = "2278--2324",
13245 month = nov,
13246 year = "1998",
13247 }
13248
13249 @InCollection{LeCun98-tricks,
13250 author = "Y. {LeCun} and L. Bottou and G. B. Orr and K.-R.
13251 M{\"u}ller",
13252 editor = "G. B. Orr and K.-R. M{\"u}ller",
13253 booktitle = "Neural Networks: Tricks of the Trade",
13254 title = "Efficient {BackProp}",
13255 publisher = "Springer",
13256 pages = "9--50",
13257 year = "1998",
13258 }
13259
13260 @TechReport{LeCun-TR,
13261 author = "Yann {LeCun}",
13262 key = "Lecun",
13263 title = "Generalization and Network Design Strategies",
13264 number = "CRG-TR-89-4",
13265 institution = "Department of Computer Science, University of
13266 Toronto",
13267 year = "1989",
13268 }
13269
13270 @Article{Lee+Hon89,
13271 author = "Kai-Fu Lee and Hsiao-Wuen Hon",
13272 title = "Speaker-independent phone recognition using hidden
13273 {Markov} models",
13274 journal = "IEEE Trans. on Acoustics, Speech and Signal
13275 Processing",
13276 volume = "37",
13277 number = "11",
13278 pages = "1641--1648",
13279 month = nov,
13280 year = "1989",
13281 }
13282
13283 @Article{Lee+Lewicki-2002,
13284 author = "T-W. Lee and M. S. Lewicki",
13285 title = "Unsupervised classification segmentation and
13286 enhancement of images using {ICA} mixture models",
13287 journal = "IEEE Trans. Image Proc.",
13288 volume = "11",
13289 number = "3",
13290 pages = "270--279",
13291 year = "2002",
13292 }
13293
13294 @InCollection{Lee-2008,
13295 author = "Honglak Lee and Chaitanya Ekanadham and Andrew Ng",
13296 editor = NIPS20ed,
13297 booktitle = NIPS20,
13298 title = "Sparse deep belief net model for visual area {V}2",
13299 publisher = "MIT Press",
13300 address = "Cambridge, MA",
13301 pages = {873--880},
13302 year = "2008",
13303 }
13304
13305 @Book{Lee91,
13306 author = "Kai-Fu Lee",
13307 title = "Automatic Speech Recognition: the development of the
13308 {SPHINX} system",
13309 publisher = "Kluwer Academic Publ.",
13310 year = "1989",
13311 }
13312
13313 @article{Lee-1996,
13314 author = "Tai Sing Lee",
13315 title = "Image Representation Using {2D} {Gabor} Wavelets",
13316 journal = "IEEE Transactions on Pattern Analysis and Machine Intelligence",
13317 volume = "18",
13318 number = "10",
13319 pages = "959-971",
13320 year = "1996",
13321 }
13322
13323 @InProceedings{Lee99a,
13324 author = "Lillian Lee",
13325 booktitle = "ACL99",
13326 title = "Measures of Distributional Similarity",
13327 pages = "25--32",
13328 }
13329
13330 @InProceedings{Lee99b,
13331 author = "Lillian Lee and Fernando Pereira",
13332 title = "Distributional Similarity Models: Clustering vs.
13333 Nearest Neighbours",
13334 booktitle = "ACL99",
13335 pages = "33--40",
13336 }
13337
13338 @article{Lee+Mumford-2003,
13339 author = {Tai-Sing Lee and David Mumford},
13340 title = {Hierarchical Bayesian inference in the visual cortex},
13341 year = 2003,
13342 journal = {Journal of Optical Society of America, A},
13343 volume = 20,
13344 number = 7,
13345 pages = {1434--1448},
13346 }
13347
13348
13349 @Article{Leitch91,
13350 author = "G. Leitch and J. E. Tanner",
13351 title = "Economic Forecast Evaluation: Profits Versus The
13352 Conventional Error Measures",
13353 journal = "The American Economic Review",
13354 pages = "580--590",
13355 year = "1991",
13356 }
13357
13358 @Article{Lengelle+Denoeux96,
13359 author = "R{\'e}gis Lengell{\'e} and Thierry Denoeux",
13360 title = "Training {MLP}s layer by layer using an objective
13361 function for internal representations",
13362 journal = "Neural Networks",
13363 volume = "9",
13364 pages = "83--97",
13365 year = "1996",
13366 }
13367
13368 @InProceedings{Leprieur95,
13369 author = "H. Leprieur and P. Haffner",
13370 booktitle = "EUROSPEECH'95",
13371 title = "Discriminant learning with minimum memory loss for
13372 improved non-vocabulary rejection",
13373 address = "Madrid, Spain",
13374 year = "1995",
13375 }
13376
13377 @Book{lerdahl+jackendoff-1983,
13378 author = "F. Lerdahl and R. Jackendoff",
13379 title = "A {Generative} {Theory} of {Tonal} {Music}",
13380 publisher = "MIT Press",
13381 address = "Cambridge, Mass.",
13382 year = "1983",
13383 }
13384
13385 @InCollection{LeRoux+al-tonga-2008,
13386 author = "Nicolas {Le Roux} and Pierre-Antoine Manzagol and
13387 Yoshua Bengio",
13388 editor = NIPS20ed,
13389 booktitle = NIPS20,
13390 title = "Topmoumoute online natural gradient algorithm",
13391 publisher = "{MIT} Press",
13392 address = "Cambridge, MA",
13393 pages = "849--856",
13394 year = "2008",
13395 }
13396
13397 @InCollection{LeRoux+al-tonga-2008-small,
13398 author = "Nicolas {Le Roux} and Pierre-Antoine Manzagol and
13399 Yoshua Bengio",
13400 booktitle = "NIPS 20",
13401 title = "Topmoumoute online natural gradient algorithm",
13402 pages = "849--856",
13403 year = "2008",
13404 }
13405
13406 @TechReport{LeRoux-comb-dens-2005,
13407 author = "Nicolas {Le Roux} and Yoshua Bengio and R\'ejean
13408 Ducharme",
13409 title = "Combining density estimators to improve classification
13410 accuracy",
13411 number = "1261",
13412 institution = "D\'epartement d'informatique et recherche
13413 op\'erationnelle, Universit\'e de Montr\'eal",
13414 year = "2005",
13415 }
13416
13417 @InProceedings{LeRoux-continuous-short,
13418 author = "Nicolas Le Roux and Yoshua Bengio",
13419 booktitle = aistats07,
13420 title = "Continuous Neural Networks",
13421 year = "2007",
13422 date = "March 21-24, 2007",
13423 }
13424
13425 @InProceedings{Lesk1986,
13426 author = "Michael E. Lesk",
13427 booktitle = "SIGDOC Conference",
13428 title = "Automatic sense disambiguation using machine readable
13429 dictionaries: How to tell a pine cone from an ice cream
13430 cone.",
13431 address = "Toronto, Canada",
13432 year = "1980",
13433 }
13434
13435 @InProceedings{Leung92,
13436 author = "H. C. Leung and I. L. Hetherington and V. W. Zue",
13437 booktitle = icassp,
13438 title = "Speech recognition using stochastic segment neural
13439 networks",
13440 volume = "1",
13441 institution = "Lab. for Comput. Sci., MIT, Cambridge, MA, USA",
13442 publisher = "IEEE",
13443 address = "New York, NY, USA",
13444 pages = "613--16",
13445 year = "1992",
13446 }
13447
13448 @Article{Levenberg44,
13449 author = "K. Levenberg",
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13498 title = "Statistical Modeling and Classification",
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13504
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13506 author = {Ilya Levner},
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13516 title = "Learning nonlinear overcomplete representations for
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13518 publisher = "MIT Press",
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13522 pages = "556--562",
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13539
13540 @InProceedings{LewisC62,
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13559 author = "Ming Li and Paul Vitanyi",
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13599 address = {Los Alamitos, CA, USA},
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13634 author = "F. M. Liang",
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13641 }
13642
13643 @inproceedings{LiangP2008,
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13646 booktitle = ICML08,
13647 editor = ICML08ed,
13648 publisher = ICML08publ,
13649 year = {2008},
13650 isbn = {978-1-60558-205-4},
13651 pages = {584--591},
13652 location = {Helsinki, Finland},
13653 doi = {http://doi.acm.org/10.1145/1390156.1390230},
13654 address = {New York, NY, USA},
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13656
13657 @Article{Liberman67,
13658 author = "A. M. Liberman and F. S. Cooper and D. P. Shankweiler
13659 and M. Studdert-Kennedy",
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13666
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13668 author = "W.-M. Lin and V. K. Prasanna and K. W. Przytula",
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13673 number = "12",
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13681
13682 @Article{Lin-2000,
13683 author = "Dekang Lin",
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13687 {SENSEVAL}",
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13691 }
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13698 address = "Waterloo, Canada",
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13700 }
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13703 author = "S. Lin and B. W. Kernighan",
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13706 journal = opres,
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13712 @TechReport{Lin95,
13713 author = "T. Lin and B. G. Horne and P. Tino and C. L. Giles",
13714 title = "Learning long-term dependencies is not as difficult
13715 with {NARX} recurrent neural networks",
13716 number = "UMICAS-TR-95-78",
13717 institution = "Institute for Advanced Computer Studies, University of
13718 Mariland",
13719 year = "1995",
13720 }
13721
13722 @InProceedings{Lin96,
13723 author = "C. Lin and S-C. Chang and K-J. Lin",
13724 booktitle = nipc-hmit96,
13725 title = "Simulation of the Balance of Plant of a Nuclear Power
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13728 publisher = ans,
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13925 @Book{Ljung-86,
13926 author = "L. Lyung and T. S{\"o}derstr{\"o}m",
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13929 address = "Cambridge, MA",
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13961 year = "1965",
13962 }
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13964 @InBook{lognormal-A-85,
13965 author = "C. E. Antle",
13966 booktitle = "Encyclopedia of Statistical Sciences",
13967 title = "Lognormal Distribution",
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13983 @incollection{loosli-canu-bottou-2006,
13984 author = {Loosli, Ga\"{e}lle and Canu, St\'{e}phane and Bottou, L\'{e}on},
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13987 editor = {Bottou, L\'{e}on and Chapelle, Olivier and {DeCoste}, Dennis and Weston, Jason},
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13992 url = {http://leon.bottou.org/papers/loosli-canu-bottou-2006},
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14021 booktitle = "Proceedings of the Seventh International Conference on
14022 Information Fusion",
14023 title = "Multitask learning using partial least square method",
14024 volume = "I",
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14029 year = "2004",
14030 location = "Stockholm, Sweden",
14031 }
14032
14033 @Book{Lue84,
14034 author = "D. G. Luenberger",
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14038 }
14039
14040 @Book{Luenberger86,
14041 author = "D. G. Luenberger",
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14043 publisher = "Addison-Wesley",
14044 address = "Reading",
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14056 author = "S.-K. Ma",
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14063 @InProceedings{Ma09,
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14068 pages = {681--688},
14069 location = {Montreal, Canada},
14070 }
14071
14072 @Misc{MacKay+Neal94,
14073 author = "D. MacKay and R. Neal",
14074 title = "Automatic Relevance Determination",
14075 year = "1994",
14076 note = "Unpublished report. See also MacKay D., 1995, Probable
14077 Neworks and Plausible Predictions -- A Review of
14078 Practical {Bayesian} Methods for Supervised Neural
14079 Networks, in {\em Network: Computation in Neural
14080 Systems}, v. 6, pp. 469--505",
14081 }
14082
14083 @Book{MacKay03,
14084 author = "David MacKay",
14085 title = "Information Theory, Inference and Learning
14086 Algorithms",
14087 publisher = "Cambridge University Press",
14088 year = "2003",
14089 }
14090
14091 @Misc{MacKay2001,
14092 author = "David MacKay",
14093 title = "Failures of the One-Step Learning Algorithm",
14094 year = "2001",
14095 note = "Unpublished report",
14096 }
14097
14098 @Article{MacKay90,
14099 author = "D. J. C. MacKay and K. D. Miller",
14100 title = "Analysis of Linsker's Simulation of Hebbian Rules",
14101 journal = nc,
14102 volume = "2",
14103 pages = "173--187",
14104 year = "1990",
14105 }
14106
14107 @PhdThesis{MacKay91,
14108 author = "D. J. C. MacKay",
14109 title = "Bayesian methods for adaptive models",
14110 school = "California Institute of Technology",
14111 year = "1991",
14112 }
14113
14114 @Article{MacKay92a,
14115 author = "David {J. C}. MacKay",
14116 title = "Bayesian interpolation",
14117 journal = "Neural Computation",
14118 volume = "4",
14119 number = "3",
14120 pages = "415--447",
14121 year = "1992",
14122 }
14123
14124 @Article{MacKay92b,
14125 author = "D. J. C. MacKay",
14126 title = "The evidence framework applied to classification
14127 networks",
14128 journal = "Neural Computation",
14129 volume = "4",
14130 number = "5",
14131 pages = "698--714",
14132 year = "1992",
14133 }
14134
14135 @Article{MacKay92c,
14136 author = "David {J. C}. MacKay",
14137 title = "A practical {Bayesian} framework for backpropagation
14138 networks",
14139 journal = "Neural Computation",
14140 volume = "4",
14141 number = "3",
14142 pages = "448--472",
14143 year = "1992",
14144 }
14145
14146 @Article{MacKay98,
14147 author = "D. J. C. MacKay and R. J. McEliece and J-F. Cheng (in
14148 press)",
14149 title = "Turbo-decoding as an instance of Pearl's belief
14150 propagation algorithm",
14151 journal = "IEEE Journal on Selected Areas in Communications",
14152 year = "1998",
14153 }
14154
14155 @TechReport{MacKay98b,
14156 author = "D. J. C. MacKay",
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14227 @book{Maimon+Rokach-2005,
14228 author = {Maimon, O. and Rokach, L. },
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14296 }
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15623
15624 @InProceedings{Nadeau00-nips,
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15649
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15658
15659 @MastersThesis{Nahm-2005,
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15664 }
15665
15666 @article{Naka-Rushton-1966a,
15667 author = {K.I. Naka and W.A.H. Rushton},
15668 year = 1966,
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15672 pages = {536-–555},
15673 }
15674
15675 @article{Naka-Rushton-1966b,
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15684
15685 @InProceedings{NakagawaT04,
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15688 Pacific Rim Symposium",
15689 title = "Unknown Word Guessing and Part-of-Speech Tagging Using
15690 Support Vector Machines",
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15695
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15705
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15712 }
15713
15714 @Book{narendra:1989,
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15720
15721 @Article{Nasrabadi88a,
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15725 volume = "36",
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15729
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15734 Self-Organizing Feature Maps",
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15741
15742 @Article{Nass75,
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15750 }
15751
15752 @Article{Naylor88,
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15754 title = "Analysis of a Neural Network Algorithm for Vector
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15761
15762 @Article{NC:Baldi93,
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15767 type = "Letter",
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15772
15773 @Article{nc:Geman+Bienenstock+Doursat:1992,
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15783
15784 @Article{nc:Poggio+Girosi:1998,
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15788 volume = "10",
15789 number = "6",
15790 pages = "1445--1454",
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15793
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15802
15803 @Article{Neal92,
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15811
15812 @InProceedings{Neal93a,
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15821
15822 @TechReport{Neal93b,
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15827 institution = "Dept. of Computer Science, University of Toronto",
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15830
15831 @PhdThesis{Neal94,
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15837
15838 @TechReport{Neal94b,
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15845
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15856
15857 @Misc{neal98assessing,
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15861 Learning",
15862 year = "1998",
15863 text = "Neal, R. N. (1998). Assessing Relevance Determination
15864 Methods Using DELVE Generalization in Neural Networks
15865 and Machine Learning, C. M. Bishop (editor),
15866 SpringerVerlag.",
15867 }
15868
15869 @article{Neal-2001,
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15875 title = "Annealed importance sampling",
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15878 year = "2001"
15879 }
15880
15881 @Article{Needleman+Wunsch70,
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15891
15892 @Article{NeweyWest1987,
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15895 and Autocorrelation Consistent Covariance Matrix",
15896 journal = "Econometrica",
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15899 year = "1987",
15900 }
15901
15902 @InProceedings{Ney+Kneser93,
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15905 Technology (Eurospeech)",
15906 title = "Improved clustering techniques for class-based
15907 statistical language modelling",
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15910 year = "1993",
15911 }
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15913 @Article{Ney92,
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15922 year = "1992",
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15924
15925 @InProceedings{Ng1996,
15926 author = "Hwee Tou Ng and Hian Beng Lee",
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15928 booktitle = "Proceedings of the Thirty-Fourth Annual Meeting of the
15929 Association for Computational Linguistics",
15930 title = "Integrating Multiple Knowledge Sources to Disambiguate
15931 Word Sense: An Exemplar-Based Approach",
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15933 address = "San Francisco",
15934 pages = "40--47",
15935 year = "1996",
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15938
15939 @InProceedings{Ng1997,
15940 author = "Hwee Tou Ng",
15941 booktitle = SIGLEX97,
15942 title = "Getting Serious about Word Sense Disambiguation",
15943 address = "Washington",
15944 pages = "1--7",
15945 year = "1997",
15946 }
15947
15948 @InProceedings{Ng2002,
15949 author = "Andrew Y. Ng and Michael I. Jordan and Yair Weiss",
15950 editor = NIPS14ed,
15951 booktitle = NIPS14,
15952 title = "On Spectral Clustering: analysis and an algorithm",
15953 publisher = "MIT Press",
15954 address = "Cambridge, MA",
15955 year = "2002",
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15958
15959 @InProceedings{Ng2008,
15960 author = "Honglak Lee and Ekanadham Chaitanya and Andrew Y. Ng",
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15962 booktitle = NIPS20,
15963 title = "Sparse deep belief net model for visual area {V2}",
15964 publisher = "MIT Press",
15965 address = "Cambridge, MA",
15966 year = "2008",
15967 }
15968
15969 @InProceedings{NgJ02,
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15972 editor = NIPS14ed,
15973 title = {On Discriminative vs. Generative Classifiers: A
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15975 pages = "841--848",
15976 year = "2002",
15977 }
15978
15979 %%Fred I deprecate the following as the tag name have the year of the conf and not of the papers!
15980 @InProceedings{NgJ01,
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15983 editor = NIPS14ed,
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15985 comparison of logistic regression and naive Bayes},
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15988 }
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15993 booktitle = "22nd ACM-SIGIR",
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15995 Texts and Automatic Mining of Parallel Texts in the
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16000 }
16001
16002 @INPROCEEDINGS{Niebles+Fei-Fei-2007,
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16040 }
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16073 1-{NN} Classification",
16074 publisher = "MIT Press",
16075 year = "1998",
16076 }
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16083 Networks",
16084 publisher = "MIT Press",
16085 pages = "647--653",
16086 year = "1998",
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16094 Networks",
16095 publisher = "Morgan Kaufmann Publishers, Inc.",
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16097 year = "1994",
16098 }
16099
16100 @InProceedings{nips-9:Burges+Schoelkopf:1997,
16101 author = "Chris J. C. Burges and B. Sch{\"o}lkopf",
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16103 booktitle = NIPS9,
16104 title = "Improving the Accuracy and Speed of Support Vector
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16106 publisher = "MIT Press",
16107 pages = "375",
16108 year = "1997",
16109 }
16110
16111 @InProceedings{nips02-LT09,
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16117 publisher = "MIT Press",
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16123 @InCollection{NIPS2005-207,
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16126 booktitle = NIPS18,
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16139 Forecasting with {G}aussian Processes",
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16142 }
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16144 @InCollection{NIPS2007-925-small,
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16146 and Marc Joliveau and Balazs Kegl",
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16151 }
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16153 @InProceedings{NIPS8:Drucker:AdaBoost-Trees,
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16160 year = "1996",
16161 }
16162
16163 @InProceedings{NIPS8:Hofmann-Tresp,
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16167 title = "Discovering structure in continuous variables using
16168 {Bayesian} networks",
16169 publisher = "MIT Press",
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16171 year = "1996",
16172 }
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16174 @InProceedings{NIPS9:Monti-Cooper,
16175 author = "Stefano Monti and Gregory F. Cooper",
16176 editor = NIPS9ed,
16177 booktitle = NIPS9,
16178 title = "Learning {Bayesian} belief networks with neural
16179 network estimators",
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16205 @book{Nixon+Aguado+2007,
16206 author = {Nixon, M. S. and Aguado, A. S. },
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16208 edition = 2,
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16213 @Article{nonparametric-LZ-95,
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16224 @Article{nonparametric-SK-96,
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16232 }
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16234 @InProceedings{nonparametric-W-91,
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16236 booktitle = "Proceedings of 23rd Symposium on the Interface,
16237 Computer Science and Statistics",
16238 title = "Nonparametric Estimation of Conditional Quantiles
16239 Using Neural Networks",
16240 publisher = "New-York: Springer-Verlag",
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16242 year = "1992",
16243 }
16244
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16246 author = "T. Nordstrom and B. Svensson",
16247 title = "Using and Designing Massively Parallel Computers for
16248 Artificial Neural Networks",
16249 journal = "Journal of Parallel and Distributed Computing",
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16251 number = "14",
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16253 year = "1992",
16254 OPTnote = "",
16255 }
16256
16257 @Article{Normandin94,
16258 author = "Y. Normandin and R. Cardin and R. {DeMori}",
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16266 }
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16268 @InProceedings{Nowlan-nips90,
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16270 editor = NIPS2ed,
16271 booktitle = NIPS2,
16272 title = "Maximum Likelihood Competitive Learning",
16273 publisher = "Morgan Kaufman Publishers",
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16275 pages = "574--582",
16276 year = "1990",
16277 }
16278
16279 @InProceedings{Nowlan-nips92,
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16282 booktitle = NIPS4,
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16284 publisher = "Morgan Kaufmann",
16285 address = "San Mateo, CA",
16286 pages = "993--1000",
16287 year = "1992",
16288 }
16289
16290 @PhdThesis{Nowlan-PhD,
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16292 title = "Soft Competitive Adaptation: Neural Network Learning
16293 Algorithms based on Fitting Statistical Mixtures",
16294 type = "{C}{M}{U}-{C}{S}-91-126",
16295 school = "School of Computer Science, Carnegie Mellon
16296 University",
16297 address = "Pittsburgh, PA",
16298 month = apr # " 14",
16299 year = "1991",
16300 }
16301
16302 @Article{Nowlan88,
16303 author = "S. J. Nowlan",
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16305 Networks",
16306 journal = cs,
16307 volume = "2",
16308 pages = "305--320",
16309 year = "1988",
16310 }
16311
16312 @TechReport{Nowlan90,
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16314 key = "Nowlan",
16315 title = "Competing Experts: {An} experimental investigation of
16316 associative mixture models",
16317 type = "Technical Report",
16318 number = "CRG-TR-90-5",
16319 institution = "University of Toronto",
16320 year = "1990",
16321 annote = "In CRG Library",
16322 }
16323
16324 @Article{Nowlan92,
16325 author = "S. J. Nowlan and G. E. Hinton",
16326 title = "Simplifying Neural Networks by Soft Weight-Sharing",
16327 journal = "Neural Computation",
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16332 year = "1992",
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16334
16335 @InProceedings{nsvnijcnn,
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16364 @Book{O'Shaughnessy87,
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16565
16566 @Article{OsinderoS2006-small,
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16824 International Conference on Vector and Parallel
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17219 @Article{Pineda89,
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17785 @Misc{raina+ng+koller-workshop-2005,
17786 author = "Rajat Raina and Andrew Y. Ng and Daphne Koller",
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17792
17793 @InProceedings{RainaR2007,
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17798 publisher = ICML07publ,
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17803 bibsource = "DBLP, http://dblp.uni-trier.de",
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17806
17807 @InProceedings{RainaR2007-small,
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17815
17816 @inproceedings{RainaICML09,
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17818 title = {Large-scale deep unsupervised learning using graphics processors},
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17820 editor = ICML09ed,
17821 publisher = ICML09publ,
17822 year = {2009},
17823 isbn = {978-1-60558-516-1},
17824 pages = {873--880},
17825 location = {Montreal, Quebec, Canada},
17826 doi = {http://doi.acm.org/10.1145/1553374.1553486},
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17829
17830 @InProceedings{Ramanujam88,
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17832 booktitle = icnn,
17833 title = "Optimization by Neural Networks",
17834 volume = "2",
17835 publisher = "IEEE, New York",
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17840
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17866 title = "Efficient Learning of Sparse Representations with an
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17868 pages = {1137--1144},
17869 year = "2007",
17870 }
17871
17872 # Please do NOT use this citation as it is a duplicate of ranzato-07
17873 @InCollection{ranzato-06,
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17882 year = "2007",
17883 }
17884
17885 # Please do NOT use this citation as it is a duplicate of ranzato-07-small
17886 @InCollection{ranzato-06-small,
17887 author = "M. Ranzato and C. Poultney and
17888 S. Chopra and Y. {LeCun}",
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17894
17895
17896 @InProceedings{ranzato-08,
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17898 {LeCun}",
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17900 booktitle = NIPS20,
17901 title = "Sparse feature learning for deep belief networks",
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17903 address = "Cambridge, MA",
17904 pages = "1185--1192",
17905 year = "2008",
17906 }
17907 %url = "http://www.cs.nyu.edu/~ranzato/publications/ranzato-nips07.pdf",
17908
17909 @InProceedings{ranzato-08-small,
17910 author = "M. Ranzato and Y. Boureau and Y. {LeCun}",
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17914 }
17915
17916 @InProceedings{ranzato-08-short,
17917 author = "M. Ranzato and Y. Boureau and Y. {LeCun}",
17918 booktitle = "Adv. Neural Inf. Proc. Sys. 20",
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17920 year = "2008",
17921 pages = {1185--1192},
17922 }
17923
17924 @InProceedings{ranzato-cvpr-07,
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17927 booktitle = cvpr07,
17928 title = "Unsupervised Learning of Invariant Feature Hierarchies
17929 with Applications to Object Recognition",
17930 publisher = "IEEE Press",
17931 year = "2007",
17932 original = "orig/ranzato-cvpr-07.pdf",
17933 }
17934
17935 @InProceedings{ranzato-cvpr-07-small,
17936 author = "{Marc'Aurelio} Ranzato and {Fu-Jie} Huang and {Y-Lan}
17937 Boureau and Yann {LeCun}",
17938 booktitle = "CVPR'07",
17939 title = "Unsupervised Learning of Invariant Feature Hierarchies
17940 with Applications to Object Recognition",
17941 year = "2007",
17942 original = "orig/ranzato-cvpr-07.pdf",
17943 }
17944
17945 @InProceedings{Ranzato-icdar07,
17946 author = "{Marc'Aurelio} Ranzato and Yann {LeCun}",
17947 booktitle = ICDAR07,
17948 title = "A Sparse and Locally Shift Invariant Feature Extractor
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17950 year = "2007",
17951 isbn = {0-7695-2822-8},
17952 pages = {1213--1217},
17953 publisher = {IEEE Computer Society},
17954 address = {Washington, DC, USA},
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17956 }
17957
17958 @InProceedings{ranzato-unsup-07,
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17961 booktitle = aistats07,
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17963 Learning",
17964 publisher = "Omnipress",
17965 date = "March 21-24, 2007",
17966 address = "San Juan, Porto Rico",
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17969
17970 @InProceedings{Rao+Ruderman-99,
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17972 editor = NIPS11ed,
17973 booktitle = NIPS11,
17974 title = "Learning {Lie} Groups for Invariant Visual
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17976 publisher = "MIT Press, Cambridge, MA",
17977 pages = "810--816",
17978 year = "1999",
17979 }
17980
17981 @Book{Rao71,
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17983 title = "Generalized Inverse of Matrices and Its Applications",
17984 publisher = "Wiley",
17985 address = "New York",
17986 year = "1971",
17987 }
17988
17989 @Book{Rashevsky38,
17990 author = "N. Rashevsky",
17991 title = "Mathematical Biophysics",
17992 publisher = "University of Chicago Press",
17993 address = "Chicago",
17994 year = "1938",
17995 }
17996
17997 @InProceedings{RasmussenC2000,
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17999 editor = NIPS12ed,
18000 booktitle = NIPS12,
18001 title = "The Infinite {G}aussian Mixture Model",
18002 year = "2000",
18003 }
18004
18005 @Misc{Rasmussen2001,
18006 author = "Carl Edward Rasmussen",
18007 title = "Conjugate gradient for Matlab",
18008 year = "2001",
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18011
18012 @Article{Ratnaparkhi99,
18013 author = "A. Ratnaparkhi",
18014 title = "Learning to parse natural language with maximum
18015 entropy models",
18016 journal = "Machine Learning",
18017 volume = "341",
18018 number = "2",
18019 pages = "151--176",
18020 year = "1999",
18021 }
18022
18023 @Article{Rauch63,
18024 author = "H. E. Rauch",
18025 title = "Solutions to the linear smoothing problem",
18026 journal = "IEEE Transactions on Automatic Control",
18027 volume = "8",
18028 pages = "371--372",
18029 year = "1963",
18030 }
18031
18032 @Article{Refenes-94,
18033 author = "A. N. Refenes",
18034 title = "Stock Performance Modeling Using Neural Networks: a
18035 Comparative Study with Regression Models",
18036 journal = "Neural Networks",
18037 volume = "7",
18038 number = "2",
18039 pages = "375--388",
18040 year = "1994",
18041 }
18042
18043 @Article{regression-KB-78,
18044 author = "R. Koenker and G. Bassett Jr.",
18045 title = "Regression Quantiles",
18046 journal = "Econometrica",
18047 volume = "46",
18048 number = "1",
18049 pages = "33--50",
18050 year = "1978",
18051 }
18052 @inproceedings{reid:1989,
18053 title = {Rapid Training of Higher-Order Neural Networks for Invariant Pattern
18054 Recognition},
18055 author = {Reid, M. B. and Spirkovska, L. and Ochoa, E },
18056 booktitle = ijcnn,
18057 month = {June},
18058 year = {1989},
18059 address = {Washington, DC, USA},
18060 }
18061
18062 @InCollection{Rescorla72,
18063 author = "R. A. Rescorla and A. R. Wagner",
18064 editor = "A. H. Black and W. F. Prokasy",
18065 booktitle = "Classical Conditioning II: Current Research and
18066 Theory",
18067 title = "A Theory of Pavlovian Conditioning: The Effectiveness
18068 of Reinforcement and Nonreinforcement",
18069 publisher = "Appleton-Century-Crofts",
18070 address = "New York",
18071 pages = "64--69",
18072 year = "1972",
18073 }
18074
18075 @InProceedings{Resnik-2002,
18076 author = "Mona Diab and Philip Resnik",
18077 booktitle = "40th Annual Meeting of the {ACL}",
18078 title = "An unsupervised method for word sense tagging using
18079 parallel corpora",
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18081 }
18082
18083 @Article{Resnik-99,
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18085 title = "Semantic similarity in a taxonomy: an
18086 information-based measure and its application to
18087 problems of ambiguity in natural language",
18088 journal = "Journal of Artificial Intelligence Research",
18089 volume = "11",
18090 pages = "95--130",
18091 year = "1999",
18092 }
18093
18094 @InProceedings{Resnik-99-web,
18095 author = "P. Resnik",
18096 booktitle = "37th Annual Meeting of the Association for
18097 Computational Linguistics (ACL'99)",
18098 title = "Mining the Web for Bilingual Text",
18099 address = "College Park, Maryland",
18100 month = jun,
18101 year = "1999",
18102 }
18103
18104 @article{Rhodes-2008,
18105 author = {Paul Rhodes},
18106 title = {Recoding Patterns of Sensory Input: Higher-Order Features and the Function of Nonlinear Dendritic Trees},
18107 journal = {Neural Computation},
18108 volume = 20,
18109 number=8,
18110 pages = {2000--2036},
18111 year = 2008,
18112 }
18113
18114 @Article{RicLip91,
18115 author = "Michael D. Richard and Richard P. Lippmann",
18116 title = "Neural Network Classifiers Estimate {Bayesian}
18117 a-posteriori Probabilities",
18118 journal = "Neural Computation",
18119 volume = "3",
18120 pages = "461--483",
18121 year = "1991",
18122 abstract = "Theoretical argumentation under which circumstances
18123 nets can estimate correctly and what this means for
18124 network engineering methodology. Experimental
18125 evaluations with different cost functions (mean squared
18126 error, cross entropy, normalized likelihood) and
18127 network types (multi layer perceptron, radial basis
18128 function, high order polynomial) show how accuracy
18129 degrades with insufficient data or inadequate network
18130 size. Dicusses practical consequences. Contains
18131 references to work on other cost functions (e.g.
18132 information measures)",
18133 class = "nn, learning, theory",
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18135
18136 @InProceedings{Ricotti88,
18137 author = "L. P. Ricotti and S. Ragazzini and G. Martinelli",
18138 booktitle = icnn,
18139 title = "Learning of Word Stress in a Sub-Optimal Second Order
18140 Back-Propagation Neural Network",
18141 volume = "1",
18142 publisher = "IEEE, New York",
18143 address = "San Diego 1988",
18144 pages = "355--361",
18145 year = "1988",
18146 }
18147
18148 @Article{Riedel88,
18149 author = "U. Riedel and R. K{\"u}hn and J. L. van Hemmen",
18150 title = "Temporal Sequences and Chaos in Neural Nets",
18151 journal = prA,
18152 volume = "38",
18153 pages = "1105--1108",
18154 year = "1988",
18155 }
18156
18157 @Article{Riis96,
18158 author = "S. K. Riis and A. Krogh",
18159 title = "Improving prediction of protein secondary structure
18160 using structured neural networks and multiple sequence
18161 alignments",
18162 journal = "J. Comput. Biol.",
18163 volume = "3",
18164 pages = "163--183",
18165 year = "1996",
18166 }
18167
18168 @Article{RiisKrogh1996,
18169 author = "S. Riis and A. Krogh",
18170 title = "Improving protein secondary structure prediction using
18171 structured neural networks and multiple sequence
18172 profiles",
18173 journal = "Journal of Computational Biology",
18174 pages = "163--183",
18175 year = "1996",
18176 }
18177
18178 @TechReport{Riley94,
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18182 number = "Technical Memorandum 11222-931130-28TM",
18183 institution = "AT\&T Bell Laboratories",
18184 year = "1994",
18185 }
18186
18187 @article{Rissanen79,
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18189 title = {Arithmetic coding},
18190 journal = {IBM Journal of Research and Development},
18191 volume = 23,
18192 number = 2,
18193 pages = {149--162},
18194 year = 1979,
18195 }
18196
18197 @Article{rissanen83,
18198 author = "J.J. Rissanen",
18199 title = "A universal data compression system",
18200 journal = "IEEE Transactions on Information Theory",
18201 volume = "29",
18202 pages = "656--664",
18203 year = "1983",
18204 }
18205
18206 @Article{Rissanen86,
18207 author = "J. Rissanen",
18208 title = "Stochastic complexity and modeling",
18209 journal = "Annals of Statistics",
18210 volume = "14",
18211 pages = "1080--1100",
18212 year = "1986",
18213 }
18214
18215 @Book{RissanenBook,
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18218 publisher = "World Scientific",
18219 address = "Singapore",
18220 year = "1990",
18221 }
18222
18223 @Article{Ritter86,
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18227 journal = biocyb,
18228 volume = "54",
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18231 }
18232
18233 @InProceedings{Ritter88a,
18234 author = "H. Ritter and K. Schulten",
18235 editor = "R. Eckmiller and Ch. von der Malsburg",
18236 booktitle = "Neural Computers",
18237 title = "Extending Kohonen's Self-Organizing Mapping Algorithm
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18239 publisher = "Springer-Verlag, Berlin",
18240 address = "Neuss 1987",
18241 pages = "393--406",
18242 year = "1988",
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18244
18245 @Article{Ritter88b,
18246 author = "H. Ritter and K. Schulten",
18247 title = "Convergence Properties of Kohonen's Topology
18248 Conserving Maps: Fluctuations, Stability, and Dimension
18249 Selection",
18250 journal = biocyb,
18251 volume = "60",
18252 pages = "59--71",
18253 year = "1988",
18254 }
18255
18256 @InProceedings{Ritter88c,
18257 author = "H. Ritter and K. Schulten",
18258 booktitle = icnn,
18259 title = "Kohonen's Self-Organizing Maps: Exploring Their
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18261 volume = "1",
18262 publisher = "IEEE, New York",
18263 address = "San Diego 1988",
18264 pages = "109--116",
18265 year = "1988",
18266 }
18267
18268 @Book{Robert-1999,
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18270 title = "Monte Carlo Statistical Methods",
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18273 }
18274
18275 @TechReport{Robinson+Fallside90,
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18277 key = "Robinson",
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18280 type = "Technical Report",
18281 number = "{CUED/F-INFENG/TR.42}",
18282 institution = "Cambridge University Engineering Department",
18283 year = "1990",
18284 }
18285
18286 @Article{Robinson+Fallside91,
18287 author = "A. J. Robinson and F. Fallside",
18288 title = "A recurrent error propagation network speech
18289 recognition system",
18290 journal = "Computer Speech and Language",
18291 volume = "5",
18292 number = "3",
18293 pages = "259--274",
18294 month = jul,
18295 year = "1991",
18296 }
18297
18298 @InProceedings{Robinson88,
18299 author = "A. J. Robinson and F. Fallside",
18300 editor = nips87ed,
18301 booktitle = nips87,
18302 title = "Static and Dynamic Error Propagation Networks with
18303 Application to Speech Coding",
18304 publisher = "American Institute of Physics, New York",
18305 address = "Denver, CO",
18306 pages = "632--641",
18307 year = "1988",
18308 }
18309
18310 @Article{Robinson91,
18311 author = "T. Robinson and F. Fallside",
18312 title = "Recurrent Error Propagation Network Speech Recognition
18313 System",
18314 journal = cspla,
18315 volume = "5",
18316 number = "3",
18317 pages = "259--274",
18318 month = jul,
18319 year = "1991",
18320 }
18321
18322 @InProceedings{Robinson92-icassp,
18323 author = "T. Robinson",
18324 booktitle = icassp,
18325 title = "A Real-Time Recurrent Error Propagation Network Word
18326 Recognition System",
18327 volume = "I",
18328 pages = "617--620",
18329 year = "1992",
18330 }
18331
18332 @Article{robust-H-73,
18333 author = "P. J. Huber",
18334 title = "Robust regression: Asymptotics, Conjectures and
18335 {Monte} {Carlo}",
18336 journal = "Ann. Stat.",
18337 volume = "1",
18338 pages = "799--821",
18339 year = "1973",
18340 }
18341
18342 @Book{robust-H-82,
18343 author = "P. J. Huber",
18344 title = "Robust Statistics",
18345 publisher = "John Wiley \& Sons Inc.",
18346 year = "1982",
18347 }
18348
18349 @Book{robust-HRRS-86,
18350 author = "F. R. Hampel and E. M. Ronchetti and P. J. Rousseeuw
18351 and W. A. Stahel",
18352 title = "Robust Statistics, The Approach based on Influence
18353 Functions",
18354 publisher = "John Wiley \& Sons",
18355 year = "1986",
18356 }
18357
18358 @TechReport{robust-RAD-00,
18359 author = "P. J. Rousseeuw and S. V. Aelst and K. V. Driessen",
18360 title = "Robust Multivariate Regression",
18361 institution = "University of Antwerp",
18362 year = "2000",
18363 }
18364
18365 @Book{robust-RL-87,
18366 author = "P. J. Rousseeuw and A. M. Leroy",
18367 title = "Robust Regression and Outlier Detection",
18368 publisher = "John Wiley \& Sons Inc.",
18369 year = "1987",
18370 }
18371
18372 @InProceedings{Rohwer-nips90,
18373 author = "R. Rohwer",
18374 editor = NIPS2ed,
18375 booktitle = NIPS2,
18376 title = "The `Moving Targets' Training Algorithm",
18377 publisher = "Morgan Kaufmann",
18378 address = "San Mateo, CA",
18379 pages = "558--565",
18380 year = "1990",
18381 }
18382
18383 @InProceedings{Rohwer87,
18384 author = "R. Rohwer and B. Forrest",
18385 editor = "M. Caudill and C. Butler",
18386 booktitle = icnn,
18387 title = "Training Time-Dependence in Neural Networks",
18388 volume = "2",
18389 publisher = "IEEE, New York",
18390 address = "San Diego 1987",
18391 pages = "701--708",
18392 year = "1987",
18393 }
18394
18395 @InProceedings{Rohwer90,
18396 author = "R. Rohwer",
18397 editor = NIPS2ed,
18398 booktitle = NIPS2,
18399 title = "The ``Moving Targets'' Training Algorithm",
18400 publisher = "Morgan Kaufmann, San Mateo",
18401 address = "Denver, CO",
18402 pages = "558--565",
18403 year = "1990",
18404 }
18405
18406 @article{Rohde+Plaut-99,
18407 author = {D.L.T. Rohde and D.C. Plaut},
18408 title = {Language acquisition in the absence of explicit negative evidence: {H}ow important is starting small?},
18409 journal = {Cognition},
18410 volume = 72,
18411 pages = {67--109},
18412 year = 1999
18413 }
18414
18415 @PhdThesis{Romeo89,
18416 author = "F. I. Romeo",
18417 title = "Simulated Annealing: Theory and Applications to Layout
18418 Problems",
18419 school = "University of California at Berkeley",
18420 year = "1989",
18421 note = "Memorandum UCB/ERL--M89/29",
18422 }
18423
18424 @InProceedings{Romer+Frey2003,
18425 author = "R. Rosales and B. Frey",
18426 booktitle = UAI03,
18427 title = "Learning Generative Models of Affinity Matrices",
18428 publisher = "Morgan Kaufmann Publishers",
18429 address = "San Francisco, CA",
18430 pages = "485--492",
18431 year = "2003",
18432 }
18433
18434 @InProceedings{Ron94,
18435 author = "D. Ron and Y. Singer and N. Tishby",
18436 editor = NIPS6ed,
18437 booktitle = NIPS6,
18438 title = "The power of amnesia",
18439 publisher = "Morgan Kaufmann",
18440 address = "San Mateo, CA",
18441 pages = "176--183",
18442 year = "1994",
18443 }
18444
18445 @Article{Ron96,
18446 author = "D. Ron and Y. Singer and N. Tishby",
18447 title = "The power of amnesia: Learning Probabilistic Automata
18448 with Variable Memory Length",
18449 journal = "Machine Learning",
18450 volume = "25",
18451 year = "1996",
18452 }
18453
18454 @Article{Ron98,
18455 author = "Naftali Tishby {Dana Ron, Yoram Singer}",
18456 title = "On the Learnability and Usage of Acyclic Probabilistic
18457 Finite Automata",
18458 journal = "Journal of Computer and System Sciences",
18459 volume = "56",
18460 number = "2",
18461 pages = "133--152",
18462 year = "1998",
18463 }
18464
18465 @InProceedings{Roscheisen-nips92,
18466 author = "M. Rvscheisen and R. Hofman and V. Tresp",
18467 editor = NIPS4ed,
18468 booktitle = NIPS4,
18469 title = "Neural Control for Rolling Mills: Incorporating Domain
18470 Theories to Overcome Data Deficiency",
18471 publisher = "Morgan Kaufmann",
18472 address = "San Mateo, CA",
18473 pages = "659--666",
18474 year = "1992",
18475 }
18476
18477 @Book{Rose85,
18478 editor = "D. Rose and V. G. Dobson",
18479 title = "Models of the Visual Cortex",
18480 publisher = "Wiley",
18481 address = "Chichester",
18482 year = "1985",
18483 }
18484
18485 @Book{Rosenberg-1997,
18486 author = "S. Rosenberg",
18487 title = "The Laplacian on a Riemannian Manifold",
18488 publisher = "Cambridge University Press",
18489 address = "Cambridge, UK",
18490 year = "1997",
18491 }
18492
18493 @InCollection{Rosenberg88,
18494 author = "C. R. Rosenberg and G. Blelloch",
18495 editor = "D. Waltz and J. Feldman",
18496 booktitle = "Connectionist Models and their Implications",
18497 title = "An Implementation of Network Learning on the
18498 Connection Machine",
18499 publisher = "Ablex Pub. Corp",
18500 address = "Norwood, NJ",
18501 year = "1988",
18502 }
18503
18504 @TechReport{Rosenblatt57,
18505 author = "Frank Rosenblatt",
18506 title = "The Perceptron --- a perceiving and recognizing
18507 automaton",
18508 number = "85-460-1",
18509 institution = "Cornell Aeronautical Laboratory",
18510 address = "Ithaca, N.Y.",
18511 year = "1957",
18512 }
18513
18514 @article{Rosenblatt-1958,
18515 author = {Frank Rosenblatt},
18516 title = {The perceptron: A probabilistic model for information storage and organization in the brain},
18517 journal = {Psychological Review},
18518 year = {1958},
18519 volume = {65},
18520 pages = {386–408},
18521 }
18522
18523 @Book{Rosenblatt62,
18524 author = "Frank Rosenblatt",
18525 title = "Principles of Neurodynamics",
18526 publisher = "Spartan",
18527 address = "New York",
18528 year = "1962",
18529 }
18530
18531 @Article{rosenfeld02whole,
18532 author = "Ronald Rosenfeld and Stanley F. Chen and Xiaojin Zhu",
18533 title = "Whole-Sentence Exponential Language Models: {A}
18534 Vehicle For Linguistic-Statistical Integration",
18535 journal = CSL,
18536 volume = "15",
18537 number = "1",
18538 year = "2001",
18539 URL = "citeseer.nj.nec.com/448532.html",
18540 }
18541
18542 @Article{Rosenfeld2000,
18543 author = "Ronald Rosenfeld",
18544 title = "Two decades of Statistical Language Modeling: Where Do
18545 We Go From Here?",
18546 journal = "Proceedings of the {IEEE}",
18547 volume = "88",
18548 number = "8",
18549 pages = "1270--1278",
18550 year = "2000",
18551 }
18552
18553 @InProceedings{Rosipal2003,
18554 author = "R. Rosipal and L. J. Trejo and B. Matthews",
18555 booktitle = ICML03,
18556 editor = ICML03ed,
18557 publisher = ICML03publ,
18558 title = "Kernel {PLS}-{SVC} for Linear and Nonlinear
18559 Classification",
18560 year = "2003",
18561 }
18562
18563 @PhdThesis{Rossen89,
18564 author = "M. L. Rossen",
18565 title = "Speech Syllable Recognition with a Neural Network",
18566 school = "Brown University",
18567 year = "1989",
18568 }
18569
18570 @Article{Rost93,
18571 author = "B. Rost and C. Sander",
18572 title = "Improved prediction of protein secondary structure by
18573 use of sequence profiles and neural networks",
18574 journal = "Proc. Nat. Ac. Sci. USA",
18575 volume = "90",
18576 pages = "7558--7562",
18577 year = "1993",
18578 }
18579
18580 @Article{Rost94,
18581 author = "B. Rost and C. Sander",
18582 title = "Combining evolutionary information and neural networks
18583 to predict protein secondary structure",
18584 journal = "Proteins",
18585 volume = "19",
18586 pages = "55--72",
18587 year = "1994",
18588 }
18589
18590 @InProceedings{RothBlack2005,
18591 author = "Stefan Roth and Michael J. Black",
18592 booktitle = cvpr05,
18593 title = "Fields of Experts: a framework for learning image
18594 priors",
18595 volume = "2",
18596 number = "",
18597 pages = "860--867",
18598 year = "2005",
18599 }
18600
18601 @InProceedings{Roweis+Saul+Hinton-2002,
18602 author = "S. Roweis and L. Saul and G. Hinton",
18603 editor = NIPS14ed,
18604 booktitle = NIPS14,
18605 title = "Global coordination of local linear models",
18606 publisher = "MIT Press",
18607 address = "Cambridge, MA",
18608 year = "2002",
18609 }
18610
18611 % DEPRECATED, USE THE ONE BELOW
18612 @Article{roweis00lle,
18613 author = "Sam Roweis and Lawrence K. Saul",
18614 title = "Nonlinear dimensionality reduction by locally linear
18615 embedding",
18616 journal = "Science",
18617 volume = "290",
18618 number = "5500",
18619 pages = "2323--2326",
18620 month = dec,
18621 year = "2000",
18622 }
18623
18624 @Article{Roweis2000-lle,
18625 author = "Sam Roweis and Lawrence K. Saul",
18626 title = "Nonlinear dimensionality reduction by locally linear
18627 embedding",
18628 journal = "Science",
18629 volume = "290",
18630 number = "5500",
18631 pages = "2323--2326",
18632 month = dec,
18633 year = "2000",
18634 }
18635
18636 @TechReport{roweis97unifying,
18637 author = "Sam Roweis and Zoubin Ghahramani",
18638 title = "A Unifying Review of Linear {G}aussian Models",
18639 address = "6 King's College Road, Toronto M5S 3H5, Canada",
18640 year = "1997",
18641 URL = "citeseer.nj.nec.com/article/roweis97unifying.html",
18642 }
18643
18644 @InProceedings{roweis98em,
18645 author = "Sam Roweis",
18646 editor = NIPS10ed,
18647 booktitle = NIPS10,
18648 title = "{EM} Algorithms for {PCA} and {SPCA}",
18649 volume = "10",
18650 publisher = "{MIT} Press",
18651 year = "1998",
18652 URL = "citeseer.nj.nec.com/roweis98em.html",
18653 }
18654
18655 @InProceedings{RoweisNCA2005,
18656 author = "Jacob Goldberger and Sam Roweis and Geoffrey E. Hinton and Ruslan
18657 Salakhutdinov",
18658 editor = NIPS17ed,
18659 booktitle = NIPS17,
18660 title = "Neighbourhood Components Analysis",
18661 publisher = "{MIT} Press",
18662 year = "2005",
18663 }
18664
18665 @Book{Rubinstein1981,
18666 author = "Reuven Y. Rubinstein",
18667 title = "Simulation and the Monte Carlo Method",
18668 publisher = "John Wiley \& Sons",
18669 year = "1981",
18670 }
18671
18672 @Article{Rubner89,
18673 author = "J. Rubner and P. Tavan",
18674 title = "A Self-Organizing Network for Principal-Component
18675 Analysis",
18676 journal = eul,
18677 volume = "10",
18678 pages = "693--698",
18679 year = "1989",
18680 }
18681
18682
18683 @Article{Rubner90,
18684 author = "J. Rubner and K. Schulten",
18685 title = "Development of Feature Detectors by
18686 Self-Organization",
18687 journal = biocyb,
18688 volume = "62",
18689 pages = "193--199",
18690 year = "1990",
18691 }
18692
18693 @Article{Rumelhart85,
18694 author = "D. E. Rumelhart and D. Zipser",
18695 title = "Feature Discovery by Competitive Learning",
18696 journal = cogsci,
18697 volume = "9",
18698 pages = "75--112",
18699 year = "1985",
18700 note = "Reprinted in \cite[chapter 5]{Rumelhart86a}",
18701 }
18702
18703 @Book{Rumelhart86a,
18704 author = "D. E. Rumelhart and J. L. McClelland and the PDP
18705 Research Group",
18706 title = "Parallel Distributed Processing: Explorations in the
18707 Microstructure of Cognition",
18708 volume = "1",
18709 publisher = "MIT Press",
18710 address = "Cambridge",
18711 year = "1986",
18712 }
18713
18714 @Article{Rumelhart86b,
18715 author = "David E. Rumelhart and Geoffrey E. Hinton and Ronald J. Williams",
18716 title = "Learning Representations by Back-Propagating Errors",
18717 journal = "Nature",
18718 volume = "323",
18719 pages = "533--536",
18720 year = "1986",
18721 }
18722
18723 @InCollection{Rumelhart86c,
18724 author = "D. E. Rumelhart and G. E. Hinton and R. J. Williams",
18725 editor = "D. E. Rumelhart and J. L. McClelland",
18726 booktitle = pdp,
18727 title = "Learning Internal Representations by Error
18728 Propagation",
18729 chapter = "8",
18730 volume = "1",
18731 publisher = "MIT Press",
18732 address = "Cambridge",
18733 pages = "318--362",
18734 year = "1986",
18735 }
18736
18737 @InProceedings{Russ+Geoff-nips-2007,
18738 author = "Ruslan Salakhutdinov and Geoffrey E. Hinton",
18739 editor = NIPS20ed,
18740 booktitle = NIPS20,
18741 title = "Using Deep Belief Nets to Learn Covariance Kernels for
18742 {Gaussian} Processes",
18743 publisher = "MIT Press",
18744 address = "Cambridge, MA",
18745 pages = "1249--1256",
18746 year = "2008",
18747 }
18748 %url = "http://www.csri.utoronto.ca/~hinton/absps/dbngp.pdf",
18749
18750 @InProceedings{Russ+Geoff-nips-2007-small,
18751 author = "Ruslan Salakhutdinov and Geoffrey E. Hinton",
18752 booktitle = "NIPS 20",
18753 title = "Using {D}eep {B}elief {N}ets to Learn Covariance Kernels for
18754 {G}aussian Processes",
18755 year = "2008",
18756 }
18757
18758 @InProceedings{Russ+Geoff-nips-2007-short,
18759 author = "R. Salakhutdinov and G.E. Hinton",
18760 booktitle = "Adv. Neural Inf. Proc. Sys. 20",
18761 title = "Using {D}eep {B}elief {N}ets to Learn Covariance Kernels for
18762 {G}aussian Processes",
18763 pages = {1249--1256},
18764 year = "2008",
18765 }
18766
18767 @article{rust:2005,
18768 author = {Nicole Rust and Odelia Schwartz and J. Anthony Movshon and Eero Simoncelli},
18769 title = {Spatiotemporal Elements of Macaque {V1} Receptive Fields},
18770 journal = {Neuron},
18771 volume = {46},
18772 number = {6},
18773 pages = {945-956},
18774 year = {2005}
18775 }
18776 @article{rust:2006,
18777 author = {Nicole C. Rust and Valerio Mante and Eero P. Simoncelli and J.
18778 Anthony Movshon},
18779 year = {2006},
18780 title = {How MT Cells Analyze the Motion of Visual Patterns},
18781 journal = {Nature Neuroscience},
18782 volume = {9},
18783 number = {11},
18784 pages = {1421-1431},
18785 }
18786
18787 @Article{RYsed98,
18788 author = "Eric Sven Ristad and Peter N. Yianilos",
18789 title = "Learning String Edit Distance",
18790 journal = "IEEE Transactions on Pattern Recognition and Machine
18791 Intelligence",
18792 month = may,
18793 year = "1998",
18794 }
18795
18796 @Book{Saad-1996,
18797 author = "Y. Saad",
18798 title = "Iterative Methods for Sparse Linear Systems",
18799 publisher = "{PWS} Publishing Company",
18800 address = "Boston, MA",
18801 year = "1996",
18802 }
18803
18804 @TechReport{Saad90a,
18805 author = "D. Saad and E. Marom",
18806 title = "Learning by Choice of Internal Representations --- An
18807 Energy Minimization Approach",
18808 type = "Preprint",
18809 institution = "Faculty of Engineering, Tel Aviv University",
18810 address = "Ramat-Aviv, Israel",
18811 year = "1990",
18812 }
18813
18814 @TechReport{Saad90b,
18815 author = "D. Saad and E. Marom",
18816 title = "Training Feed Forward Nets with Binary Weights via a
18817 Modified {CHIR} Algorithm",
18818 type = "Preprint",
18819 institution = "Faculty of Engineering, Tel Aviv University",
18820 address = "Ramat-Aviv, Israel",
18821 year = "1990",
18822 }
18823
18824 @Book{SaadOnlineLearning1999,
18825 editor = "David Saad",
18826 title = "On-Line Learning in Neural Networks",
18827 publisher = "Cambridge University Press",
18828 year = "1999",
18829 }
18830
18831 @Article{Sachs+Young80,
18832 author = "M. B. Sachs and E. D. Young",
18833 title = "Effects of nonlinearities on speech encoding in the
18834 auditory nerve",
18835 journal = jasa,
18836 volume = "68",
18837 number = "3",
18838 pages = "858--875",
18839 year = "1980",
18840 }
18841
18842 @Article{Sakoe78,
18843 author = "H. Sakoe and C. Chiba",
18844 title = "Dynamic Programming Algorithm Optimization for Spoken
18845 Word Recognition",
18846 journal = ieeetassp,
18847 volume = "26",
18848 number = "1",
18849 pages = "43--49",
18850 month = feb,
18851 year = "1978",
18852 }
18853
18854 @InProceedings{Salakhutdinov-2010,
18855 author = {Ruslan Salakhutdinov},
18856 title = {Learning in {M}arkov Random Fields using Tempered Transitions},
18857 year = {2010},
18858 crossref = {NIPS22}
18859 }
18860
18861 @InProceedings{Salakhutdinov+Hinton2007,
18862 author = "Ruslan Salakhutdinov and Geoffrey E. Hinton",
18863 booktitle = "Proceedings of the 2007 Workshop on Information
18864 Retrieval and applications of Graphical Models (SIGIR
18865 2007)",
18866 title = "Semantic Hashing",
18867 year = "2007",
18868 publisher = "Elsevier",
18869 address = {Amsterdam},
18870 }
18871
18872 @InProceedings{Salakhutdinov+Hinton2007-small,
18873 author = "Ruslan Salakhutdinov and Geoffrey E. Hinton",
18874 booktitle = "SIGIR",
18875 title = "Semantic Hashing",
18876 year = "2007",
18877 }
18878
18879 @InProceedings{SalakhutdinovR2007,
18880 author = "Ruslan Salakhutdinov and Geoffrey E. Hinton",
18881 booktitle = aistats07,
18882 title = "Learning a Nonlinear Embedding by Preserving Class
18883 Neighbourhood Structure",
18884 publisher = "Omnipress",
18885 date = "March 21-24, 2007",
18886 address = "San Juan, Porto Rico",
18887 year = "2007",
18888 }
18889
18890 @InProceedings{SalakhutdinovR2007-small,
18891 author = "Ruslan Salakhutdinov and Geoffrey E. Hinton",
18892 booktitle = aistats07-small,
18893 title = "Learning a Nonlinear Embedding by Preserving Class
18894 Neighbourhood Structure",
18895 year = "2007",
18896 }
18897
18898 @InProceedings{SalakhutdinovR2007-short,
18899 author = "R. Salakhutdinov and G.E. Hinton",
18900 booktitle = {AI \& Stat.'2007},
18901 title = "Learning a Nonlinear Embedding by Preserving Class
18902 Neighbourhood Structure",
18903 year = "2007",
18904 }
18905
18906 @InProceedings{SalakhutdinovR2007b,
18907 author = "Ruslan Salakhutdinov and Andriy Mnih and Geoffrey E.
18908 Hinton",
18909 booktitle = ICML07,
18910 editor = ICML07ed,
18911 publisher = ICML07publ,
18912 title = "Restricted {Boltzmann} machines for collaborative
18913 filtering",
18914 address = "New York, NY, USA",
18915 pages = "791--798",
18916 year = "2007",
18917 location = "Corvalis, Oregon",
18918 }
18919
18920 @InProceedings{SalakhutdinovR2007b-small,
18921 author = "Ruslan Salakhutdinov and Andriy Mnih and Geoffrey E. Hinton",
18922 booktitle = "ICML 2007",
18923 title = "Restricted {Boltzmann} machines for collaborative
18924 filtering",
18925 year = "2007",
18926 }
18927
18928 @InProceedings{SalakhutdinovR2007b-short,
18929 author = "R. Salakhutdinov and A. Mnih and G.E. Hinton",
18930 booktitle = "Int. Conf. Mach. Learn. 2007",
18931 title = "Restricted {Boltzmann} machines for collaborative
18932 filtering",
18933 pages = "791--798",
18934 year = "2007",
18935 }
18936
18937
18938 @InProceedings{Salakhutdinov+Murray-2008,
18939 title = "On the Quantitative Analysis of Deep Belief Networks",
18940 author = "Ruslan Salakhutdinov and Iain Murray",
18941 booktitle = ICML08,
18942 editor = ICML08ed,
18943 publisher = ICML08publ,
18944 pages = "872--879",
18945 year = "2008",
18946 volume = "25",
18947 }
18948
18949 @InProceedings{Salakhutdinov+Hinton-2009,
18950 author = "Ruslan Salakhutdinov and Geoffrey E. Hinton",
18951 booktitle = aistats09,
18952 title = "Deep {Boltzmann} Machines",
18953 year = "2009",
18954 volume = 5,
18955 location = "Clearwater (Florida), USA",
18956 date = "April 16-18, 2009",
18957 pages = "448--455",
18958 }
18959
18960 @Article{Salamon88,
18961 author = "P. Salamon and J. D. Nulton and J. Robinson and J.
18962 Petersen and G. Ruppeiner and L. Liao",
18963 title = "Simulated Annealing with Constant Thermodynamic
18964 Speed",
18965 journal = cpc,
18966 volume = "49",
18967 pages = "423--428",
18968 year = "1988",
18969 }
18970
18971 @Article{Salton+Buckley88,
18972 author = "G. Salton and C. Buckley",
18973 title = "Term weighting approaches in automatic text
18974 retrieval",
18975 journal = "Information Processing and Management",
18976 volume = "24",
18977 number = "5",
18978 pages = "513--523",
18979 year = "1988",
18980 }
18981
18982 @Article{Sanger89a,
18983 author = "T. D. Sanger",
18984 title = "Optimal Unsupervised Learning in a Single-Layer Linear
18985 Feedforward Neural Network",
18986 journal = nn,
18987 volume = "2",
18988 pages = "459--473",
18989 year = "1989",
18990 }
18991
18992 @InProceedings{Sanger89b,
18993 author = "T. D. Sanger",
18994 editor = NIPS1ed,
18995 booktitle = NIPS1,
18996 title = "An Optimality Principle for Unsupervised Learning",
18997 publisher = "Morgan Kaufmann, San Mateo",
18998 address = "Denver, CO",
18999 pages = "11--19",
19000 year = "1989",
19001 }
19002
19003 @article{Sanger-1994,
19004 author = {Terence D. Sanger},
19005 title = {Neural network learning control of robot manipulators
19006 using gradually increasing task difficulty},
19007 journal = {{IEEE} Transactions on Robotics and Automation},
19008 volume = 10,
19009 number = 3,
19010 year = 1994,
19011 }
19012
19013 @article{Sanger-1994-small,
19014 author = {Terence D. Sanger},
19015 title = {Neural network learning control of robot manipulators
19016 using gradually increasing task difficulty},
19017 journal = {{IEEE} Trans. on Robotics and Automation},
19018 volume = 10,
19019 number = 3,
19020 year = 1994,
19021 }
19022
19023 @InProceedings{sarawagi03,
19024 author = "Sunita Sarawagi and Soumen Chakrabarti and Shantanu
19025 Godbole",
19026 booktitle = "KDD '03: Proceedings of the ninth ACM SIGKDD
19027 international conference on Knowledge discovery and
19028 data mining",
19029 title = "Cross-training: learning probabilistic mappings
19030 between topics",
19031 publisher = "ACM Press",
19032 address = "New York, NY, USA",
19033 pages = "177--186",
19034 year = "2003",
19035 location = "Washington, D.C.",
19036 }
19037
19038 @article{Sarkar-Moore-2005,
19039 author = {P. Sarkar and A. Moore},
19040 title = {Dynamic social network analysis using latent space models},
19041 journal = {{SIGKDD} Explorations},
19042 volume = 7,
19043 number = 2,
19044 pages = {31--40},
19045 year = 2005,
19046 }
19047
19048 @Article{Sato90,
19049 author = "M. Sato",
19050 title = "A Real Time Learning Algorithm for Recurrent Analog
19051 Neural Networks",
19052 journal = biocyb,
19053 volume = "62",
19054 pages = "237--241",
19055 year = "1990",
19056 }
19057
19058 @Article{Saul+96,
19059 author = "Lawrence K. Saul and Tommi Jaakkola and Michael I. Jordan",
19060 title = "Mean field theory for sigmoid belief networks",
19061 journal = "Journal of Artificial Intelligence Research",
19062 volume = "4",
19063 pages = "61--76",
19064 year = "1996",
19065 }
19066
19067 @Article{Saul+Roweis-2002,
19068 author = "L. Saul and S. Roweis",
19069 title = "Think globally, fit locally: unsupervised learning of
19070 low dimensional manifolds",
19071 journal = jmlr,
19072 volume = "4",
19073 number = "",
19074 pages = "119--155",
19075 month = "",
19076 year = "2002",
19077 }
19078
19079 @InProceedings{Saul95,
19080 author = "Lawrence K. Saul and Michael I. Jordan",
19081 editor = NIPS7ed,
19082 booktitle = NIPS7,
19083 title = {Boltzmann Chains and Hidden Markov Models},
19084 publisher = "MIT Press, Cambridge, MA",
19085 pages = "435--442",
19086 year = "1995",
19087 }
19088
19089 @InProceedings{Saul96,
19090 author = "Lawrence K. Saul and Michael I. Jordan",
19091 editor = NIPS8ed,
19092 booktitle = NIPS8,
19093 title = "Exploiting tractable substructures in intractable
19094 networks",
19095 publisher = "MIT Press, Cambridge, MA",
19096 year = "1996",
19097 }
19098
19099 @InProceedings{SaulJordan97,
19100 author = "Lawrence K. Saul and Michael I. Jordan",
19101 editor = NIPS9ed,
19102 booktitle = NIPS9,
19103 title = "A variational model for model-based interpolation",
19104 publisher = "MIT Press",
19105 pages = "375",
19106 year = "1997",
19107 }
19108
19109 @Article{Saund-1989,
19110 author = "Eric Saund",
19111 title = "Dimensionality-reduction using connectionist
19112 networks",
19113 journal = "{IEEE} Transactions on Pattern Analysis and Machine
19114 Intelligence",
19115 volume = "11",
19116 number = "3",
19117 pages = "304--314",
19118 year = "1989",
19119 }
19120
19121 @InCollection{Scalettar88,
19122 author = "R. Scalettar and A. Zee",
19123 editor = "D. Waltz and J. A. Feldman",
19124 booktitle = "Connectionist Models and Their Implications: Readings
19125 from Cognitive Science",
19126 title = "Emergence of Grandmother Memory in Feed Forward
19127 Networks: Learning with Noise and Forgetfulness",
19128 publisher = "Ablex",
19129 address = "Norwood",
19130 pages = "309--332",
19131 year = "1988",
19132 }
19133
19134 @Article{schapire-90,
19135 author = "Robert E. Schapire",
19136 title = "The strength of weak learnability",
19137 journal = "Machine Learning",
19138 volume = "5",
19139 number = "2",
19140 pages = "197--227",
19141 year = "1990",
19142 }
19143
19144 @Article{Schapire-margin98,
19145 author = "Robert E. Schapire and Yoav Freund and Peter Bartlett
19146 and Wee Sun Lee",
19147 title = "Boosting the margin: {A} new explanation for the
19148 effectiveness of voting methods",
19149 journal = "The Annals of Statistics",
19150 volume = "26",
19151 number = "5",
19152 pages = "1651--1686",
19153 year = "1998",
19154 }
19155
19156 @InProceedings{schapire99theoretical,
19157 author = "Robert E. Schapire",
19158 booktitle = "Algorithmic Learning Theory, 10th International
19159 Conference, {ALT} '99, Tokyo, Japan, December 1999,
19160 Proceedings",
19161 title = "Theoretical Views of Boosting and Applications",
19162 volume = "1720",
19163 publisher = "Springer",
19164 pages = "13--25",
19165 year = "1999",
19166 URL = "http:citeseer.ist.psu.edu/article/schapire99theoretical.html",
19167 }
19168
19169 @InProceedings{SchapireSinger98,
19170 author = "R. E. Schapire and Y. Singer",
19171 booktitle = "Proceedings of the 11th Annual Conference on
19172 Computational Learning Theory",
19173 title = "Improved Boosting Algorithms Using Confidence Rated
19174 Predictions",
19175 year = "1998",
19176 }
19177
19178 @Book{SchBurSmo99,
19179 author = "B. {Sch\"olkopf} and C. J. C. Burges and A. J. Smola",
19180 title = "Advances in Kernel Methods --- Support Vector
19181 Learning",
19182 publisher = "MIT Press",
19183 address = "Cambridge, MA",
19184 year = "1999",
19185 }
19186
19187 @InProceedings{ScheinA2001,
19188 author = "Andrew I. Schein and Alexandrin Popescul and Lyle H.
19189 Ungar and David M. Pennock",
19190 booktitle = "Workshop on Recommender Systems at SIGIR",
19191 title = "Generative Models for Cold-Start Recommendations",
19192 year = "2001",
19193 }
19194
19195 @InProceedings{ScheinA2002,
19196 author = "Andrew I. Schein and Alexandrin Popescul and Lyle H.
19197 Ungar and David M. Pennock",
19198 booktitle = "SIGIR '02",
19199 title = "Methods and metrics for cold-start recommendations",
19200 publisher = "ACM Press",
19201 address = "New York, NY, USA",
19202 pages = "253--260",
19203 year = "2002",
19204 }
19205
19206 @InCollection{Scheines94,
19207 author = "R. Scheines",
19208 editor = "P. Cheeseman and R. W. Oldford",
19209 booktitle = "Selecting Models from Data: Artificial Intelligence
19210 and Statistics {IV}",
19211 title = "Inferring causal structure among unmeasured
19212 variables",
19213 publisher = "Springer-Verlag",
19214 pages = "197--204",
19215 year = "1994",
19216 }
19217
19218 @InProceedings{Schenkel93,
19219 author = "M. Schenkel and H. Weissman and I. Guyon and C. Nohl
19220 and D. Henderson",
19221 editor = NIPS5ed,
19222 booktitle = NIPS5,
19223 title = "Recognition-Based Segmentation of On-Line Hand-Printed
19224 Words",
19225 address = "Denver, CO",
19226 pages = "723--730",
19227 year = "1993",
19228 }
19229
19230 @Article{schenkel95,
19231 author = "M. Schenkel and I. Guyon and D. Henderson",
19232 title = "On-line Cursive Script Recognition using Time Delay
19233 Neural Networks and Hidden {Markov} Models",
19234 journal = "{Machine} {Vision} and {Applications}",
19235 publisher = "Springer Verlag",
19236 pages = "215--223",
19237 year = "1995",
19238 }
19239
19240 @InProceedings{SchGra03,
19241 author = "Nicol N. Schraudolph and Thore Graepel",
19242 editor = "Christopher M. Bishop and Brendan J. Frey",
19243 booktitle = "Proc.\ 9th Intl.\ Workshop Artificial Intelligence and
19244 Statistics (AIstats)",
19245 title = "Combining Conjugate Direction Methods with Stochastic
19246 Approximation of Gradients",
19247 publisher = "Society for Artificial Intelligence and Statistics",
19248 address = "Key West, Florida",
19249 pages = "7--13",
19250 year = "2003",
19251 ISBN = "0-9727358-0-1",
19252 abstract = "The method of conjugate directions provides a very
19253 effective way to optimize large, deterministic systems
19254 by gradient descent. In its standard form, however, it
19255 is not amenable to stochastic approximation of the
19256 gradient. Here we explore ideas from conjugate gradient
19257 in the stochastic (online) setting, using fast
19258 Hessian-gradient products to set up low-dimensional
19259 Krylov subspaces within individual mini-batches. In our
19260 benchmark experiments the resulting online learning
19261 algorithms converge orders of magnitude faster than
19262 ordinary stochastic gradient descent.",
19263 }
19264
19265 @Article{Schmidhuber92,
19266 author = "J{\"u}rgen Schmidhuber",
19267 title = "Learning Complex, Extended Sequences using the
19268 Principle of History Compression",
19269 journal = nc,
19270 volume = "4",
19271 number = "2",
19272 pages = "234--242",
19273 year = "1992",
19274 }
19275
19276 @Article{Schmidhuber96,
19277 author = "J{\"u}rgen Schmidhuber",
19278 title = "Sequential Neural Text Compression",
19279 journal = "IEEE Transactions on Neural Networks",
19280 volume = "7",
19281 number = "1",
19282 pages = "142--146",
19283 year = "1996",
19284 }
19285
19286 @InCollection{Schmidt-2006,
19287 author = "Volker Schmidt",
19288 booktitle = "Lecture Notes, Summer 2006",
19289 title = {Markov Chains and Monte-Carlo Simulation},
19290 address = "Ulm University, Department of Stochastics",
19291 year = "2006",
19292 URL = "http://www.mathematik.uni-ulm.de/stochastik/lehre/ss06/markov/skript-engl/skript-engl.htm",
19293 }
19294
19295 @Article{Schmitt-2002,
19296 author = "M. Schmitt",
19297 title = "Descartes' Rule of Signs for Radial Basis Function
19298 Neural Networks",
19299 journal = "Neural Computation",
19300 volume = "14",
19301 number = "12",
19302 pages = "2997--3011",
19303 year = "2002",
19304 }
19305
19306 @Article{Schneider-2001,
19307 author = "Tapio Schneider",
19308 title = "Analysis of Incomplete Climate Data: Estimation of
19309 Mean Values and Covariance Matrices and Imputation of
19310 Missing Values",
19311 journal = "Journal of Climate",
19312 volume = "14",
19313 pages = "853--871",
19314 year = "2001",
19315 }
19316
19317 @article{Schneidman+al-2003,
19318 address = {Department of Molecular Biology, Princeton University, Princeton, New Jersey 08544, USA.},
19319 author = {Schneidman, E. and Bialek, W. and Berry, M. J. },
19320 issn = {1529-2401},
19321 journal = {Journal of Neuroscience},
19322 month = {December},
19323 number = {37},
19324 pages = {11539--11553},
19325 title = {Synergy, redundancy, and independence in population codes},
19326 url = {http://www.jneurosci.org/cgi/content/abstract/23/37/11539},
19327 volume = {23},
19328 year = {2003}
19329 }
19330
19331
19332 @Article{schoelkopf97comparing,
19333 author = "B. Sch{\"o}lkopf and K. Sung and C. Burges and F.
19334 Girosi and P. Niyogi and T. Poggio and V. Vapnik",
19335 title = "Comparing support vector machines with {G}aussian
19336 kernels to radial basis function classifiers",
19337 journal = "IEEE Transactions on Signal Processing",
19338 volume = "45",
19339 pages = "2758--2765",
19340 year = "1997",
19341 text = "Sch{\"o}lkopf, B., Sung, K., Burges, C., Girosi, F.,
19342 Niyogi, P., Poggio, T., and Vapnik, V.: Comparing
19343 support vector machines with {G}aussian kernels to radial
19344 basis function classifiers. IEEE Transactions on Signal
19345 Processing, 45 (1997) 2758-2765.",
19346 }
19347
19348 @Book{Scholkopf02-book,
19349 author = "B. Sch{\"o}lkopf and A. J. Smola",
19350 title = "Learning with Kernels: Support Vector Machines,
19351 Regularization, Optimization and Beyond",
19352 publisher = "MIT Press",
19353 address = "Cambridge, MA",
19354 year = "2002",
19355 }
19356
19357 @TechReport{Scholkopf96,
19358 author = "B. Sch{\"o}lkopf and A. Smola and K.-R. M{\"u}ller",
19359 title = "Nonlinear Component Analysis as a Kernel Eigenvalue
19360 Problem",
19361 number = "44",
19362 institution = "Max Planck Institute for Biological Cybernetics,
19363 Tübingen, Germany",
19364 year = "1996",
19365 }
19366
19367 @Article{Scholkopf98,
19368 author = "B. Sch{\"o}lkopf and A. Smola and K.-R. M{\"u}ller",
19369 title = "Nonlinear component analysis as a kernel eigenvalue
19370 problem",
19371 journal = "Neural Computation",
19372 volume = "10",
19373 pages = "1299--1319",
19374 year = "1998",
19375 }
19376
19377 @Book{Scholkopf98-book,
19378 author = "B. Sch{\"o}lkopf and C. J. C. Burges and A. J. Smola",
19379 title = "Advances in kernel methods: support vector learning",
19380 publisher = "MIT Press",
19381 address = "Cambridge, MA",
19382 year = "1998",
19383 }
19384
19385 @Article{Scholkopf99,
19386 author = "B. Sch{\"o}lkopf and S. Mika and C. Burges and P.
19387 Knirsch and K.-R. M{\"u}ller and G. R{\"a}tsch and A.
19388 Smola",
19389 title = "Input Space Versus Feature Space in Kernel-Based Methods",
19390 journal = "IEEE Trans. Neural Networks",
19391 volume = "10",
19392 number = "5",
19393 pages = "1000--1017",
19394 year = "1999",
19395 }
19396
19397 @Article{Schraudolph02,
19398 author = "Nicol N. Schraudolph",
19399 title = "Fast Curvature Matrix-Vector Products for Second-Order
19400 Gradient Descent",
19401 journal = "Neural Computation",
19402 volume = "14",
19403 number = "7",
19404 pages = "1723--1738",
19405 year = "2002",
19406 }
19407
19408 @InProceedings{Schraudolph99,
19409 author = "Nicol N. Schraudolph",
19410 booktitle = "Proceedings of the 9th International Conference on
19411 Artificial Neural Networks",
19412 title = "Local gain adaptation in stochastic gradient descent",
19413 pages = "569--574",
19414 year = "1999",
19415 }
19416
19417 @InProceedings{Schutze92,
19418 author = "Hinrich Sch{\"u}tze",
19419 booktitle = "Supercomputing'92",
19420 title = "Dimensions of Meaning",
19421 address = "Minneapolis MN",
19422 pages = "787--796",
19423 year = "1992",
19424 }
19425
19426 @InProceedings{Schutze93,
19427 author = "H. Schutze",
19428 editor = NIPS5ed,
19429 booktitle = NIPS5,
19430 title = "Word space",
19431 publisher = "Morgan Kaufmann",
19432 address = "San Mateo CA",
19433 pages = "895--902",
19434 year = "1993",
19435 }
19436
19437 @Misc{Schuurmans1999,
19438 author = "Dale Schuurmans",
19439 title = "Greedy importance sampling: {A} new Monte Carlo
19440 inference method",
19441 year = "1999",
19442 URL = "citeseer.nj.nec.com/25013.html",
19443 }
19444
19445 @InProceedings{Schuurmans2000,
19446 author = "Dale Schuurmans and Finnegan Southey",
19447 title = "Monte Carlo inference via greedy importance sampling",
19448 pages = "523--532",
19449 year = "2000",
19450 URL = "citeseer.nj.nec.com/281712.html",
19451 }
19452
19453 @Article{Schuurmans2001,
19454 author = "D. Schuurmans and F. Southey",
19455 title = "Metric-based methods for adaptive model selection and
19456 regularization",
19457 journal = "Machine Learning",
19458 volume = "48",
19459 number = "1",
19460 pages = "51--84",
19461 year = "2002",
19462 }
19463
19464 @InProceedings{Schuurmans97,
19465 author = "D. Schuurmans",
19466 booktitle = "Proceedings of the National Conference on Artificial
19467 Intelligence (AAAI-97)",
19468 title = "A new metric-based approach to model selection",
19469 pages = "552--558",
19470 year = "1997",
19471 }
19472
19473 @Article{Schwartz90,
19474 author = "D. B. Schwartz and V. K. Samalam and S. A. Solla and
19475 J. S. Denker",
19476 title = "Exhaustive Learning",
19477 journal = nc,
19478 volume = "2",
19479 pages = "371--382",
19480 year = "1990",
19481 }
19482
19483 @Article{Schwenk+Bengio00,
19484 author = "Holger Schwenk and Yoshua Bengio",
19485 title = "Boosting Neural Networks",
19486 journal = "Neural Computation",
19487 volume = "12",
19488 number = "8",
19489 pages = "1869--1887",
19490 year = "2000",
19491 }
19492
19493 @InProceedings{Schwenk+Gauvain-2005,
19494 author = "Holger Schwenk and Jean-Luc Gauvain",
19495 booktitle = "Interspeech",
19496 title = "Building continuous space language models for
19497 transcribing European languages",
19498 pages = "737--740",
19499 year = "2005",
19500 }
19501
19502 @InProceedings{Schwenk+Gauvain2002,
19503 author = "H. Schwenk and J-L. Gauvain",
19504 booktitle = icassp,
19505 title = "Connectionist Language Modeling for Large Vocabulary
19506 Continuous Speech Recognition",
19507 address = "Orlando, Florida",
19508 pages = "765--768",
19509 year = "2002",
19510 }
19511
19512 @InProceedings{Schwenk+Gauvain2002-short,
19513 author = "H. Schwenk and J-L. Gauvain",
19514 booktitle = {Int. Conf. Acoust. Speech \& Sig. Proc.},
19515 title = "Connectionist Language Modeling for Large Vocabulary
19516 Continuous Speech Recognition",
19517 address = "Orlando, Florida",
19518 pages = "765--768",
19519 year = "2002",
19520 }
19521
19522 @InProceedings{Schwenk05C,
19523 author = "Holger Schwenk and Jean-Luc Gauvain",
19524 booktitle = "Joint Human Language Technology Conference and
19525 Conference on Empirical Methods in Natural Language
19526 Processing (EMNLP)",
19527 title = "Training Neural Network Language Models On Very Large
19528 Corpora",
19529 address = "Vancouver",
19530 pages = "201--208",
19531 month = oct,
19532 year = "2005",
19533 URL = "ftp://tlp.limsi.fr/public/emnlp05.pdf",
19534 }
19535
19536 @InProceedings{Schwenk05C-small,
19537 author = "Holger Schwenk and Jean-Luc Gauvain",
19538 booktitle = "EMNLP'2005",
19539 title = "Training Neural Network Language Models On Very Large
19540 Corpora",
19541 pages = "201--208",
19542 year = "2005",
19543 }
19544
19545 @TechReport{Schwenk:2001:tr,
19546 author = "Holger Schwenk",
19547 title = "Language Modeling in the Continuous Domain",
19548 number = "2001-20",
19549 institution = "LIMSI-CNRS, Orsay, France",
19550 year = "2001",
19551 date = "dec 2001",
19552 }
19553
19554 @InProceedings{Schwenk:2002:icassp,
19555 author = "Holger Schwenk and Jean-Luc Gauvain",
19556 booktitle = icassp,
19557 title = "Connectionist Language Modeling for Large Vocabulary
19558 Continuous Speech Recognition",
19559 volume = "1",
19560 pages = "765--768",
19561 year = "2002",
19562 }
19563
19564 @InProceedings{Schwenk:2003:sspr,
19565 author = "Holger Schwenk and Jean-Luc Gauvain",
19566 booktitle = "ISCA \& IEEE Workshop on Spontaneous Speech Processing
19567 and Recognition",
19568 title = "{Using Continuous Space Language Models for
19569 Conversational Speech Recognition}",
19570 address = "Tokyo",
19571 month = apr,
19572 year = "2003",
19573 }
19574
19575 @InProceedings{Schwenk:2004:icslp,
19576 author = "Holger Schwenk and Jean-Luc Gauvain",
19577 booktitle = icslp,
19578 title = "Using a Continuous Space Language Model for
19579 Conversational Speech Recognition",
19580 year = "2004",
19581 note = "submitted",
19582 }
19583
19584 @InProceedings{Schwenk:2004:ijcnn,
19585 author = "Holger Schwenk",
19586 booktitle = ijcnn,
19587 title = "Efficient Training of Large Neural Networks for
19588 Language Modeling",
19589 volume = "4",
19590 pages = "3050--3064",
19591 year = "2004",
19592 }
19593
19594 @InProceedings{SchYuGue07,
19595 author = "Nicol N. Schraudolph and Jin Yu and Simon G{\"u}nter",
19596 booktitle = "Proc.\ 11th Intl.\ Conf.\ Artificial Intelligence and
19597 Statistics (AIstats)",
19598 title = "A Stochastic Quasi-{Newton} Method for Online Convex
19599 Optimization",
19600 publisher = "Society for Artificial Intelligence and Statistics",
19601 address = "San Juan, Puerto Rico",
19602 pages = "433--440",
19603 year = "2007",
19604 ISBN = "0-9727358-2-8",
19605 }
19606
19607 @InProceedings{Scofield88,
19608 author = "C. L. Scofield",
19609 booktitle = icnn,
19610 title = "Learning Internal Representations in the Coulomb
19611 Energy Network",
19612 volume = "1",
19613 publisher = "IEEE, New York",
19614 address = "San Diego 1988",
19615 pages = "271--276",
19616 year = "1988",
19617 }
19618
19619 @InProceedings{Scott+al-2003,
19620 author = "Scott S. L. Piao and Paul Rayson and Dawn Archer and
19621 Andrew Wilson and Tony McEnery",
19622 booktitle = "Proceedings of the ACL 2003 workshop on Multiword
19623 expressions",
19624 title = "Extracting multiword expressions with a semantic
19625 tagger",
19626 publisher = "Association for Computational Linguistics",
19627 address = "Morristown, NJ, USA",
19628 pages = "49--56",
19629 year = "2003",
19630 }
19631
19632 @Book{Scott92,
19633 author = "D. W. Scott",
19634 title = "Multivariate Density Estimation: Theory, Practice, and
19635 Visualization",
19636 publisher = "Wiley",
19637 address = "New York",
19638 year = "1992",
19639 }
19640
19641 @Article{ScST95,
19642 author = "A. Schaerf and S. Yoav and M. Tennenholtz",
19643 title = "Adaptive load balancing: a study in multi-agent
19644 learning",
19645 journal = "Journal of Artificial Intelligence Research",
19646 volume = "2",
19647 pages = "475--500",
19648 year = "1995",
19649 }
19650
19651 @Article{Scudder65,
19652 author = "{Henry J. Scudder, III}",
19653 title = {Probability of Error of Some Adaptive Pattern-Recognition Machines},
19654 journal = {IEEE Transactions on Information Theory},
19655 year = 1965,
19656 volume = 11,
19657 pages = {363-371}
19658 }
19659
19660 @TechReport{Seeger-2005,
19661 author = "Matthias Seeger",
19662 title = "Low Rank Updates for the {Cholesky} Decomposition",
19663 institution = "Department of EECS, University of California at
19664 Berkeley",
19665 year = "2005",
19666 }
19667
19668 @InProceedings{Seeger-Williams-Lawrence-2003,
19669 author = "M. Seeger and C. Williams and N. Lawrence",
19670 booktitle = "Workshop on AI and Statistics",
19671 title = "Fast Forward Selection to Speed Up Sparse {G}aussian
19672 Process Regression",
19673 volume = "9",
19674 year = "2003",
19675 }
19676
19677 @TechReport{Seeger2001,
19678 author = "M. Seeger",
19679 title = "Learning with labeled and unlabeled data",
19680 institution = "Edinburgh University",
19681 year = "2001",
19682 }
19683
19684 @InProceedings{seidl91p1,
19685 author = "D. R. Seidl and D. Lorenz",
19686 booktitle = ijcnn,
19687 title = "A structure by which a recurrent neural network can
19688 approximate a nonlinear dynamic system",
19689 volume = "2",
19690 pages = "709--714",
19691 month = jul,
19692 year = "1991",
19693 }
19694
19695 @TechReport{Sejnowski+Rosenberg86,
19696 author = "T. J. Sejnowski and C. R. Rosenberg",
19697 key = "Sejnowski",
19698 title = "{\em NETtalk: A parallel network that learns to read
19699 aloud}",
19700 type = "Technical Report 86-01",
19701 institution = "Department of Electrical Engineering and Computer
19702 Science, Johns Hopkins University, Baltimore, MD.",
19703 year = "1986",
19704 }
19705
19706 @Article{Sejnowski86,
19707 author = "T. J. Sejnowski and P. K. Kienker and G. Hinton",
19708 title = "Learning Symmetry Groups with Hidden Units: Beyond the
19709 Perceptron",
19710 journal = physicaD,
19711 volume = "22",
19712 pages = "260--275",
19713 year = "1986",
19714 }
19715
19716 @Article{Sejnowski87,
19717 author = "T. J. Sejnowski and C. R. Rosenberg",
19718 title = "Parallel Networks that Learn to Pronounce English
19719 Text",
19720 journal = cs,
19721 volume = "1",
19722 pages = "145--168",
19723 year = "1987",
19724 }
19725
19726 @InProceedings{Seneff84,
19727 author = "S. Seneff",
19728 booktitle = icassp,
19729 title = "Pitch and spectral estimation of speech based on an
19730 auditory synchrony model",
19731 pages = "",
19732 year = "1984",
19733 }
19734
19735 @TechReport{Seneff85,
19736 author = "S. Seneff",
19737 title = "Pitch and spectral estimation of speech based on an
19738 auditory synchrony model",
19739 number = "RLE Technical report no. 504",
19740 institution = "LRE",
19741 address = "Cambridge, MA: MIT Press",
19742 year = "1985",
19743 }
19744
19745 @InProceedings{Seneff86,
19746 author = "S. Seneff",
19747 booktitle = icassp,
19748 title = "A computational model for the peripheral auditory
19749 system: application to speech recognition research",
19750 pages = "1983--1986",
19751 year = "1986",
19752 }
19753
19754 @Article{Seneff88,
19755 author = "S. Seneff",
19756 title = "A joint synchrony/mean-rate model of auditory speech
19757 processing",
19758 journal = "Journal of Phonetics",
19759 volume = "16",
19760 pages = "55--76",
19761 year = "1988",
19762 }
19763
19764 @Book{Seneta-81,
19765 author = "E. Seneta",
19766 title = "Nonnegative Matrices and {Markov} Chains",
19767 publisher = "Springer",
19768 address = "New York",
19769 year = "1981",
19770 }
19771
19772 @Article{senseval-2000,
19773 author = "Adam Kilgarrif and Joseph Rosenzweig",
19774 title = "Framework and results for English {SENSEVAL}",
19775 journal = "Computers and the Humanities: special issue on
19776 {SENSEVAL}",
19777 volume = "34",
19778 pages = "15--48",
19779 year = "2000",
19780 }
19781
19782 @Article{Serbedzija-1996,
19783 author = "Nikola B. {\v{S}}erbed{\v{z}}ija",
19784 title = "Simulating Artificial Neural Networks on Parallel
19785 Architectures",
19786 journal = "Computer",
19787 volume = "29",
19788 number = "3",
19789 publisher = "IEEE Computer Society Press",
19790 address = "Los Alamitos, CA, USA",
19791 pages = "56--63",
19792 year = "1996",
19793 ISSN = "0018-9162",
19794 doi = "http://dx.doi.org/10.1109/2.485893",
19795 }
19796
19797 @Article{Serre2007,
19798 author = "T. Serre and G. Kreiman and M. Kouh and C. Cadieu and
19799 U. Knoblich and T. Poggio",
19800 title = "A quantitative theory of immediate visual
19801 recognition",
19802 journal = "Progress in Brain Research, Computational
19803 Neuroscience: Theoretical Insights into Brain
19804 Function",
19805 volume = "165",
19806 pages = "33--56",
19807 year = "2007",
19808 }
19809
19810 @Article{Serre2007-small,
19811 author = "T. Serre and G. Kreiman and M. Kouh and C. Cadieu and
19812 U. Knoblich and T. Poggio",
19813 title = "A quantitative theory of immediate visual
19814 recognition",
19815 journal = "Progress in Brain Res., Comput.
19816 Neurosc.",
19817 volume = "165",
19818 pages = "33--56",
19819 year = "2007",
19820 }
19821
19822 @article{Serre-Wolf-2007,
19823 author = {Thomas Serre and Lior Wolf and Stanley Bileschi and Maximilian Riesenhuber},
19824 note = {Member-Poggio, Tomaso},
19825 title = {Robust Object Recognition with Cortex-Like Mechanisms},
19826 journal = {IEEE Trans. Pattern Anal. Mach. Intell.},
19827 volume = {29},
19828 number = {3},
19829 year = {2007},
19830 issn = {0162-8828},
19831 pages = {411--426},
19832 doi = {http://dx.doi.org/10.1109/TPAMI.2007.56},
19833 publisher = {IEEE Computer Society},
19834 address = {Washington, DC, USA},
19835 }
19836
19837
19838 @INPROCEEDINGS{SeungS1998,
19839 author = {Sebastian H. Seung},
19840 title = {Learning continuous attractors in recurrent networks},
19841 editor = NIPS10ed,
19842 booktitle = NIPS10,
19843 year = {1998},
19844 pages = {654--660},
19845 publisher = {MIT Press}
19846 }
19847
19848 @INPROCEEDINGS{Jain-Seung-08,
19849 author = {Viren Jain and Sebastian H. Seung},
19850 title = {Natural Image Denoising with Convolutional Networks},
19851 editor = NIPS21ed,
19852 booktitle = NIPS21,
19853 year = {2008},
19854 }
19855
19856 @inproceedings{Sha+Saul-2005,
19857 author = {Fei Sha and Lawrence K. Saul},
19858 title = {Analysis and extension of spectral methods for nonlinear dimensionality reduction},
19859 booktitle = {Proceedings of the 22nd International Conference on Machine Learning},
19860 year = {2005},
19861 isbn = {1-59593-180-5},
19862 pages = {784--791},
19863 location = {Bonn, Germany},
19864 doi = {http://doi.acm.org/10.1145/1102351.1102450},
19865 publisher = {ACM},
19866 address = {New York, NY},
19867 }
19868
19869 @article{Shannon-1949,
19870 Author = {C. E. Shannon},
19871 Title = {Communication in the presence of noise},
19872 Journal = {{Proceedings of the Institute of Radio Engineers}},
19873 Volume = {37},
19874 number = 1,
19875 Pages = {10--21},
19876 Year = {1949}
19877 }
19878
19879 @Article{shapiro00lift,
19880 author = "Gregory Piatetsky-Shapiro and Sam Steingold",
19881 title = "Measuring lift quality in database marketing",
19882 journal = "SIGKDD Explor. Newsl.",
19883 volume = "2",
19884 number = "2",
19885 publisher = "ACM Press",
19886 address = "New York, NY, USA",
19887 pages = "76--80",
19888 year = "2000",
19889 ISSN = "1931-0145",
19890 }
19891
19892 @InProceedings{shardanand95,
19893 author = "Upendra Shardanand and Pattie Maes",
19894 booktitle = "CHI '95: Proceedings of the SIGCHI conference on Human
19895 factors in computing systems",
19896 title = "{Social information filtering: algorithms for
19897 automating ``word of mouth''}",
19898 publisher = "ACM Press/Addison-Wesley Publishing Co.",
19899 pages = "210--217",
19900 year = "1995",
19901 location = "Denver, Colorado, United States",
19902 }
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19904 @article{Sharma-2000,
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20796 @TechReport{sontag92t1,
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21352 volume = "2",
21353 publisher = "IEEE, New York",
21354 address = "San Diego 1987",
21355 pages = "455--468",
21356 year = "1987",
21357 }
21358
21359 @Book{Tanner1993,
21360 author = "M. Tanner",
21361 title = "Tools for statistical inference: Methods for
21362 exploration of posterior distributions and likelihood
21363 functions",
21364 publisher = "Springer",
21365 address = "New York",
21366 year = "1993",
21367 }
21368
21369 @Article{Tappert90,
21370 author = "C. Tappert and C. Suen and T. Wakahara",
21371 title = "The state of the art in on-line handwriting
21372 recognition",
21373 journal = ieeetpami,
21374 volume = "8",
21375 number = "12",
21376 pages = "787--808",
21377 year = "1990",
21378 }
21379
21380 @InCollection{Taylor+2007,
21381 author = "Graham Taylor and Geoffrey E. Hinton and Sam Roweis",
21382 editor = NIPS19ed,
21383 booktitle = NIPS19,
21384 title = "Modeling Human Motion Using Binary Latent Variables",
21385 publisher = "MIT Press",
21386 address = "Cambridge, MA",
21387 pages = "1345--1352",
21388 year = "2007",
21389 }
21390
21391 %%FRED: I deprecate this one as the years in the tag is not the one for the publication but the conference!
21392 @InProceedings{Taylor2006,
21393 author = "Graham Taylor and Geoffrey E. Hinton and Sam Roweis",
21394 editor = NIPS19ed,
21395 booktitle = NIPS19,
21396 title = "Modeling Human Motion Using Binary Latent Variables",
21397 publisher = "MIT Press",
21398 address = "Cambridge, MA",
21399 pages = "1345--1352",
21400 year = "2007",
21401 }
21402
21403 @InProceedings{Taylor2006-small,
21404 author = "Graham Taylor and Geoffrey E. Hinton and Sam Roweis",
21405 booktitle = "NIPS 20",
21406 title = "Modeling Human Motion Using Binary Latent Variables",
21407 year = "2006",
21408 }
21409
21410 @InProceedings{TaylorHintonICML2009,
21411 author = {Graham Taylor and Geoffrey Hinton},
21412 title = {Factored Conditional Restricted {Boltzmann} Machines for Modeling Motion Style},
21413 booktitle = {Proceedings of the 26th International Conference on Machine Learning (ICML'09)},
21414 pages = {1025--1032},
21415 year = 2009,
21416 editor = {L\'{e}on Bottou and Michael Littman},
21417 address = {Montreal},
21418 month = {June},
21419 publisher = {Omnipress}
21420 }
21421
21422 @InProceedings{Taylor56,
21423 author = "W. K. Taylor",
21424 editor = "C. Cherry",
21425 booktitle = "Information Theory",
21426 title = "Electrical Simulation of Some Nervous System
21427 Functional Activities",
21428 publisher = "Butterworths, London",
21429 address = "London 1985",
21430 pages = "314--328",
21431 year = "1956",
21432 }
21433
21434 @InProceedings{Tebelskis91,
21435 author = "J. Tebelskis and A. Waibel and B. Petek and O.
21436 Schmidbauer",
21437 editor = NIPS3ed,
21438 booktitle = NIPS3,
21439 title = "Continuous Speech Recognition Using Linked Predictive
21440 Networks",
21441 publisher = "Morgan Kaufmann, San Mateo",
21442 address = "Denver, CO",
21443 pages = "199--205",
21444 year = "1991",
21445 }
21446
21447 @Article{Teh-2003,
21448 author = "{Yee Wye} Teh and Max Welling and Simon Osindero and
21449 Geoffrey E. Hinton",
21450 title = "Energy-Based Models for Sparse Overcomplete
21451 Representations",
21452 journal = jmlr,
21453 volume = "4",
21454 pages = "1235--1260",
21455 year = "2003",
21456 }
21457
21458 @InProceedings{Teh-Roweis-2003,
21459 author = "Y. Whye Teh and S. Roweis",
21460 editor = NIPS15ed,
21461 booktitle = NIPS15,
21462 title = "Automatic Alignment of Local Representations",
21463 publisher = "{MIT} Press",
21464 year = "2003",
21465 }
21466
21467 @article{TehY2006,
21468 title= "Hierarchical {D}irichlet Processes",
21469 author= "Y. W. Teh and M. I. Jordan and M. J. Beal and D. M. Blei",
21470 journal= "Journal of the American Statistical Association",
21471 volume= "101",
21472 number= "476",
21473 pages= "1566-1581",
21474 year= "2006"
21475 }
21476
21477 @Article{tenenbaum00separating,
21478 author = "Joshua B. Tenenbaum and William T. Freeman",
21479 title = "Separating Style and Content with Bilinear Models",
21480 journal = "Neural Computation",
21481 volume = "12",
21482 number = "6",
21483 pages = "1247--1283",
21484 year = "2000",
21485 }
21486
21487 @Article{Tenenbaum2000-isomap,
21488 author = "Joshua Tenenbaum and Vin {de Silva} and John C. Langford",
21489 title = "A Global Geometric Framework for Nonlinear
21490 Dimensionality Reduction",
21491 journal = "Science",
21492 volume = "290",
21493 number = "5500",
21494 pages = "2319--2323",
21495 month = dec,
21496 year = "2000",
21497 }
21498
21499 @Article{Terrell+Scott-1992,
21500 author = "G. R. Terrell and D. W. Scott",
21501 title = "Variable Kernel Density Estimation",
21502 journal = "Annals of Statistics",
21503 volume = "20",
21504 pages = "1236--1265",
21505 year = "1992",
21506 }
21507
21508 @Article{Tesauro86,
21509 author = "G. Tesauro",
21510 title = "Simple Neural Models of Classical Conditioning",
21511 journal = biocyb,
21512 volume = "55",
21513 pages = "187--200",
21514 year = "1986",
21515 }
21516
21517 @Article{Tesauro88a,
21518 author = "G. Tesauro and B. Janssens",
21519 title = "Scaling Relationships in Back-Propagation Learning",
21520 journal = cs,
21521 volume = "2",
21522 pages = "39--44",
21523 year = "1988",
21524 }
21525
21526 @InProceedings{Tesauro88b,
21527 author = "G. Tesauro and T. J. Sejnowski",
21528 editor = nips87ed,
21529 booktitle = nips87,
21530 title = "A ``Neural'' Network That Learns to Play Backgammon",
21531 publisher = "American Institute of Physics, New York",
21532 address = "Denver, CO",
21533 pages = "442--456",
21534 year = "1988",
21535 }
21536
21537 @Article{Tesauro90,
21538 author = "G. Tesauro",
21539 title = "Neurogammon Wins Computer Olympiad",
21540 journal = nc,
21541 volume = "1",
21542 pages = "321--323",
21543 year = "1990",
21544 }
21545
21546 @Article{Tesauro92,
21547 author = "G. Tesauro",
21548 title = "Practical issues in temporal difference learning",
21549 journal = "Machine Learning",
21550 volume = "8",
21551 pages = "257--277",
21552 year = "1992",
21553 }
21554
21555 @Article{tesauro:1994:nc,
21556 author = "G. Tesauro",
21557 title = "{TD-Gammon}, a Self-Teaching Backgammon Program,
21558 Achieves Master-Level Play",
21559 journal = nc,
21560 volume = "6",
21561 number = "2",
21562 pages = "215--219",
21563 year = "1994",
21564 }
21565
21566 @Article{Thakoor87,
21567 author = "A. P. Thakoor and A. Moopenn and J. Lambe and S. K.
21568 Khanna",
21569 title = "Electronic Hardware Implementations of Neural
21570 Networks",
21571 journal = applopt,
21572 volume = "26",
21573 pages = "5085--5092",
21574 year = "1987",
21575 }
21576
21577 @InProceedings{THastie95,
21578 author = "Trevor Hastie and Patrice Simard and Eduard
21579 Sackinger",
21580 editor = NIPS7ed,
21581 booktitle = NIPS7,
21582 title = "Learning Prototype Models for Tangent Distance",
21583 publisher = "MIT Press",
21584 pages = "999--1006",
21585 year = "1995",
21586 }
21587
21588 @Article{THastie98,
21589 author = "T. Hastie and P. Simard",
21590 title = "Metrics and Models for Handwritten Character
21591 Recognition",
21592 journal = "Statistical Science",
21593 volume = "13",
21594 number = "1",
21595 pages = "54--65",
21596 month = jan,
21597 year = "1998",
21598 URL = "citeseer.ist.psu.edu/hastie97metrics.html",
21599 }
21600
21601 @Book{thrun+pratt-book-1998,
21602 editor = "Sebastian Thrun and Lorien Y. Pratt",
21603 title = "Learning to Learn",
21604 publisher = "Kluwer Academic",
21605 year = "1998",
21606 }
21607
21608 @InProceedings{Thrun1995,
21609 author = "T. Thrun and T. Mitchell",
21610 booktitle = "Proceedings of the 14th International Joint Conference
21611 on Artificial Intelligence (IJCAI)",
21612 title = "Learning One More Thing",
21613 publisher = "Morgan Kaufmann",
21614 address = "San Mateo, CA",
21615 month = aug,
21616 year = "1995",
21617 }
21618
21619 @Misc{thrun95,
21620 author = "S. Thrun and J. O'Sullivan",
21621 title = "Clustering learning tasks and the selective cross-task
21622 transfer of knowledge",
21623 year = "1995",
21624 text = "Technical Report CMU-CS-95-209, Carnegie Mellon
21625 University, School of Computer Science",
21626 }
21627
21628 @TechReport{thrun95a,
21629 author = "Sebastian Thrun",
21630 title = "Lifelong Learning: {A} Case Study",
21631 number = "CMU-CS-95-208",
21632 institution = "School of Computer Science, Carnegie Mellon
21633 University",
21634 address = "Pittsburgh, PA 15213",
21635 month = nov,
21636 year = "1995",
21637 }
21638
21639 @InProceedings{thrun95b,
21640 author = "Sebastian Thrun and Tom M. Mitchell",
21641 booktitle = "Proceedings of IJCAI-95",
21642 title = "Learning One More Thing",
21643 organization = "IJCAI",
21644 address = "Montreal, Canada",
21645 year = "1995",
21646 }
21647
21648 @InProceedings{Thrun96a,
21649 author = "S. Thrun",
21650 editor = NIPS8ed,
21651 booktitle = NIPS8,
21652 title = "Is Learning the $n$-th Thing Any Easier Than Learning
21653 the First?",
21654 publisher = "MIT Press",
21655 address = "Cambridge, MA",
21656 pages = "640--646",
21657 year = "1996",
21658 }
21659
21660 @BOOK{Thrun96b,
21661 AUTHOR = {S. Thrun},
21662 YEAR = {1996},
21663 TITLE = {Explanation-Based Neural Network Learning: A Lifelong
21664 Learning Approach},
21665 PUBLISHER = {Kluwer Academic Publishers},
21666 ADDRESS = {Boston, MA}
21667 }
21668
21669 @Article{Tibshirani95,
21670 author = "Robert J. Tibshirani",
21671 title = "Regression shrinkage and selection via the lasso",
21672 journal = "Journal of the Royal Statistical Society B",
21673 volume = "58",
21674 pages = "267--288",
21675 year = "1995",
21676 }
21677
21678 @Article{Ticknor87,
21679 author = "A. J. Ticknor and H. Barrett",
21680 title = "Optical Implementations of {Boltzmann} Machines",
21681 journal = opteng,
21682 volume = "26",
21683 pages = "16--21",
21684 year = "1987",
21685 }
21686
21687 @Book{Tikhonov+Arsenin77,
21688 author = "A. N. Tikhonov and V. Y. Arsenin",
21689 title = "Solutions of Ill-posed Problems",
21690 publisher = "W. H. Winston",
21691 address = "Washington D.C.",
21692 year = "1977",
21693 }
21694
21695 @InProceedings{tipping00relevance,
21696 author = "M. E. Tipping",
21697 editor = NIPS12ed,
21698 booktitle = NIPS12,
21699 title = "The Relevance Vector Machine",
21700 publisher = "MIT Press",
21701 pages = "652--658",
21702 year = "2000",
21703 OPTaddress = "Cambridge, MA",
21704 }
21705
21706 @Article{tipping99mixtures,
21707 author = "M. E. Tipping and C. M. Bishop",
21708 title = "Mixtures of Probabilistic Principal Component
21709 Analysers",
21710 journal = "Neural Computation",
21711 volume = "11",
21712 number = "2",
21713 pages = "443--482",
21714 year = "1999",
21715 URL = "citeseer.nj.nec.com/tipping98mixtures.html",
21716 }
21717
21718 @InProceedings{Tishby89,
21719 author = "N. Tishby and E. Levin and S. A. Solla",
21720 booktitle = ijcnn,
21721 title = "Consistent Inference of Probabilities in Layered
21722 Networks: Predictions and Generalization",
21723 volume = "2",
21724 publisher = "IEEE, New York",
21725 address = "Washington 1989",
21726 pages = "403--410",
21727 year = "1989",
21728 }
21729
21730 @InProceedings{Titov+Henderson-2007,
21731 author = "Ivan Titov and James Henderson",
21732 booktitle = "Proc. 45th Meeting of Association for Computational
21733 Linguistics (ACL'07)",
21734 title = "Constituent Parsing with Incremental Sigmoid Belief
21735 Networks",
21736 address = "Prague, Czech Republic",
21737 pages = "632--639",
21738 year = "2007",
21739 URL = {http://aclweb.org/anthology-new/P/P07/P07-1080.pdf},
21740 }
21741
21742 @InProceedings{ToMa00,
21743 author = "Kristina Toutanova and Christopher D. Manning",
21744 booktitle = "EMNLP/VLC 2000",
21745 title = "Enriching the Knowledge Sources Used in a Maximum
21746 Entropy Part-of-Speech Tagger",
21747 pages = "63--70",
21748 year = "2000",
21749 }
21750
21751 @InProceedings{Tomita82,
21752 author = "M. Tomita",
21753 booktitle = "Proceedings of the Fourth Annual Cognitive Science
21754 Conference",
21755 title = "Dynamic Construction of Finite-state Automata from
21756 Examples Using Hill-Climbing",
21757 address = "Ann Arbor, MI",
21758 pages = "105--108",
21759 year = "1982",
21760 }
21761
21762 @Book{Tong83,
21763 author = "H. Tong",
21764 title = "Threshold Models in Nonlinear Time Series Analysis",
21765 publisher = "Springer-Verlag",
21766 address = "Berlin",
21767 year = "1983",
21768 }
21769
21770 @InProceedings{TongKoller2000,
21771 author = "S. Tong and D. Koller",
21772 booktitle = "Proceedings of the 17th National Conference on
21773 Artificial Intelligence (AAAI)",
21774 title = "Restricted Bayes Optimal Classifiers",
21775 address = "Austin, Texas",
21776 pages = "658--664",
21777 year = "2000",
21778 }
21779
21780 @Article{Torgerson52,
21781 author = "W. Torgerson",
21782 title = "Multidimensional scaling, 1: Theory and method",
21783 journal = "Psychometrika",
21784 volume = "17",
21785 pages = "401--419",
21786 year = "1952",
21787 }
21788
21789 @inproceedings{Torralba+Fergus+Weiss-2008,
21790 author = {Antonio Torralba and Robert Fergus and Yair Weiss},
21791 title = {Small codes and large databases for recognition},
21792 booktitle = cvpr08,
21793 pages = "1-8",
21794 year = 2008,
21795 }
21796
21797 @incollection{Torresani+Lee-2007,
21798 title = {Large Margin Component Analysis},
21799 author = {Lorenzo Torresani and Kuang-Chih Lee},
21800 booktitle = NIPS19,
21801 editor = NIPS19ed,
21802 publisher = {MIT Press},
21803 address = {Cambridge, MA},
21804 pages = {1385--1392},
21805 year = {2007}
21806 }
21807
21808 @InProceedings{Torresen+al-1995,
21809 author = "J. Torresen and S. Mori and H. Nakashima and S. Tomita
21810 and O. Landsverk",
21811 booktitle = "Proceedings of the Fourth International Conference on
21812 Artificial Neural Networks",
21813 title = "Exploiting multiple degrees of {BP} parallelism on the
21814 highly parallel computer {AP1000}",
21815 address = "Cambridge, UK",
21816 pages = "483--488",
21817 year = "1995",
21818 }
21819
21820 @InProceedings{Torresen+al-1995b,
21821 author = "J. Torresen and S. Tomita and O. Landsverk",
21822 booktitle = "World Congress on Neural Networks",
21823 title = "The relation of Weight Update Frequency to Convergence
21824 of {BP}",
21825 address = "Washington D.C., USA",
21826 year = "1995",
21827 }
21828
21829 @Article{Torresen-1997,
21830 author = "Jim Torresen",
21831 title = "The Convergence of Backpropagation Trained Neural
21832 Networks for Various Weight Update Frequencies",
21833 journal = "International Journal of Neural Systems",
21834 volume = "8",
21835 number = "3",
21836 year = "1997",
21837 }
21838
21839 @Article{Toulouse86,
21840 author = "G. Toulouse and S. Dehaene and J.-P. Changeux",
21841 title = "Spin Glass Model of Learning by Selection",
21842 journal = PNAS,
21843 volume = "83",
21844 pages = "1695--1698",
21845 year = "1986",
21846 }
21847
21848 @Article{Touretzky89,
21849 author = "D. S. Touretzky and D. A. Pomerleau",
21850 title = "What's Hidden in the Hidden Layers?",
21851 journal = BYTE,
21852 pages = "227--233",
21853 month = aug,
21854 year = "1989",
21855 }
21856
21857 @InProceedings{ToutanovaKMS03,
21858 author = "Kristina Toutanova and Dan Klein and Christopher D.
21859 Manning and Yoram Singer",
21860 booktitle = "HLT-NAACL",
21861 title = "Feature-Rich Part-of-Speech Tagging with a Cyclic
21862 Dependency Network.",
21863 year = "2003",
21864 bibsource = "DBLP, http://dblp.uni-trier.de",
21865 ee = "http://acl.ldc.upenn.edu/N/N03/N03-1033.pdf",
21866 }
21867
21868 @InProceedings{Towell-nips92,
21869 author = "G. G. Towell and J. W. Shawlik",
21870 editor = NIPS4ed,
21871 booktitle = NIPS4,
21872 title = "Interpretation of Artificial Neural Networks: Mapping
21873 Knowledge-Based Neural Networks into Rules",
21874 publisher = "Morgan Kaufmann",
21875 address = "San Mateo CA",
21876 year = "1992",
21877 }
21878
21879 @InProceedings{towell93,
21880 author = "G. G. Towell and J. W. Shavlik",
21881 editor = NIPS4ed,
21882 booktitle = NIPS4,
21883 title = "Interpretation of Artificial Neural Networks: Mapping
21884 Knowledge-Based Neural Networks into rules",
21885 publisher = "Morgan Kaufmann",
21886 address = "San Meteo, CA",
21887 pages = "977--984",
21888 year = "1992",
21889 }
21890
21891 @InProceedings{Towell-aaai90,
21892 author = "G. G. Towell and J. W. Shawlick and M. O. Noordewier",
21893 booktitle = "Proceedings of the Eighth National Conference on
21894 Artificial Intelligence (AAAI-90)",
21895 title = "Refinement of Approximate Domain Theories by
21896 Knowledge-Based Neural Networks",
21897 pages = "861--866",
21898 year = "1990",
21899 OPTnote = "",
21900 }
21901
21902 @TechReport{TR:Breiman.arcing,
21903 author = "Leo Breiman",
21904 title = "Bias, variance, and Arcing classifiers",
21905 number = "460",
21906 institution = "Statistics Department, University of California at
21907 Berkeley",
21908 year = "1996",
21909 }
21910
21911 @TechReport{TR:Breiman:edge,
21912 author = "Leo Breiman",
21913 title = "Arcing the edge",
21914 number = "486",
21915 institution = "Statistics Department, University of California at
21916 Berkeley",
21917 year = "1997",
21918 }
21919
21920 @TechReport{TR:Breiman:gametheorie,
21921 author = "Leo Breiman",
21922 title = "Prediction games and arcing classifiers",
21923 number = "504",
21924 institution = "Statistics Department, University of California at
21925 Berkeley",
21926 year = "1997",
21927 }
21928
21929 @TechReport{TR:Friedman+Hastie+Tibshirani:AdaBoost-theory,
21930 author = "J. Friedman and T. Hastie and R. Tibshirani",
21931 title = "Additive Logistic Regression: a Statistical View of
21932 Boosting",
21933 institution = "August 1998, Department of Statistics, Stanford
21934 University",
21935 year = "1998",
21936 }
21937
21938 @TechReport{TR:Tibshirani:bias+var,
21939 author = "R. Tibshirani",
21940 title = "Bias, Variance and Prediction Error for Classification
21941 Rules",
21942 institution = "Departement od Statistics, University of Toronto",
21943 year = "1996",
21944 }
21945
21946 @Article{Traven91,
21947 author = "H. G. C. Traven",
21948 title = "A neural network approach to statistical pattern
21949 classification by semiparametric estimation of
21950 probability density functions",
21951 journal = ieeetrnn,
21952 volume = "2",
21953 number = "3",
21954 pages = "366--377",
21955 year = "1991",
21956 }
21957
21958 @InCollection{TreHolAhm93,
21959 author = "V. Tresp and J. Hollatz and S. Ahmad",
21960 editor = NIPS5ed,
21961 booktitle = NIPS5,
21962 title = "Network structuring and training using rule-based
21963 knowledge",
21964 publisher = "Morgan Kaufman Publishers",
21965 address = "San Mateo, CA",
21966 year = "1993",
21967 }
21968
21969 @InProceedings{Tresp-nips93,
21970 author = "V. Tresp and J. Hollatz and S. Ahmad",
21971 editor = NIPS5ed,
21972 booktitle = NIPS5,
21973 title = "Network Structuring and Training Using Rule-based
21974 Knowledge",
21975 publisher = "Morgan Kaufmann",
21976 address = "San Mateo, CA",
21977 year = "1993",
21978 }
21979
21980 @Article{tresp2001,
21981 author = "V. Tresp",
21982 title = "Scaling Kernel-Based Systems to Large Data Sets",
21983 journal = "Data Mining and Knowledge Discovery",
21984 volume = "5",
21985 number = "3",
21986 pages = "197--211",
21987 year = "2001",
21988 }
21989
21990 @InCollection{Tresp94,
21991 author = "V. Tresp and S. Ahmad and R. Neuneier",
21992 editor = NIPS6ed,
21993 booktitle = NIPS6,
21994 title = "Training neural networks with deficient data",
21995 publisher = "Morgan Kaufman Publishers",
21996 address = "San Mateo, CA",
21997 pages = "128--135",
21998 year = "1994",
21999 }
22000
22001 @Article{TRNN:Tsoi94,
22002 author = "A. C. Tsoi and A. Back",
22003 title = "Locally Recurrent Globally Feedforward Networks, {A}
22004 Critical Review of Architectures",
22005 journal = "IEEE Transactions on Neural Networks",
22006 volume = "5",
22007 number = "2",
22008 pages = "229--239",
22009 year = "1994",
22010 }
22011
22012 @InProceedings{Tseng-1998,
22013 author = "Yuen-Hsien Tseng",
22014 booktitle = "SIGIR '98: Proceedings of the 21st Annual
22015 International ACM SIGIR Conference on Research and
22016 Development in Information Retrieval, August 24-28
22017 1998, Melbourne, Australia",
22018 title = "Multilingual Keyword Extraction for Term Suggestion",
22019 publisher = "ACM",
22020 pages = "377--378",
22021 year = "1998",
22022 }
22023
22024 @Article{TsochantaridisI2005,
22025 author = "Ioannis Tsochantaridis and Thorsten Joachims and
22026 Thomas Hofmann and Yasemin Altun",
22027 title = "Large Margin Methods for Structured and Interdependent
22028 Output Variables",
22029 journal = "J. Mach. Learn. Res.",
22030 volume = "6",
22031 publisher = "MIT Press",
22032 address = "Cambridge, MA, USA",
22033 pages = "1453--1484",
22034 year = "2005",
22035 ISSN = "1533-7928",
22036 }
22037
22038 @Article{Tsodyks88,
22039 author = "M. V. Tsodyks and M. V. Feigel'man",
22040 title = "The Enhanced Storage Capacity in Neural Networks with
22041 Low Activity Level",
22042 journal = eul,
22043 volume = "6",
22044 pages = "101--105",
22045 year = "1988",
22046 }
22047
22048 @InProceedings{Tsoi+Pearson91,
22049 author = "A. C. Tsoi and R. A. Pearson",
22050 editor = NIPS3ed,
22051 booktitle = NIPS3,
22052 title = "Comparison of three classification techniques: {CART},
22053 {C4}.5, and multi-layer perceptron",
22054 publisher = "Morgan Kaufmann",
22055 address = "Denver, CO",
22056 pages = "",
22057 year = "1991",
22058 }
22059
22060 @Book{TSP93,
22061 editor = "A. Weigend and N. Gershenfeld",
22062 title = "Time Series Prediction: Forecasting the future and
22063 understanding the past",
22064 publisher = "Addison-Wesley",
22065 year = "1993",
22066 }
22067
22068 @InProceedings{Tsuda99,
22069 author = "K. Tsuda",
22070 booktitle = "ICANN'99",
22071 title = "Optimal Hyperplane Classifier based on Entropy Number
22072 Bound",
22073 pages = "419--424",
22074 year = "1999",
22075 }
22076
22077 @PhdThesis{Turian07thesis,
22078 author = "Joseph Turian",
22079 title = "Constituent Parsing by Classification",
22080 school = "New York University",
22081 year = "2007",
22082 }
22083
22084 @Article{tzanetakis+cook:2002,
22085 author = "George Tzanetakis and Perry Cook",
22086 title = "Musical Genre Classification of Audio Signals",
22087 journal = "IEEE Transactions on Speech and Audio Processing",
22088 volume = "10",
22089 number = "5",
22090 pages = "293--302",
22091 month = jul,
22092 year = "2002",
22093 }
22094
22095 @Article{Uberbacher91,
22096 author = "E. C. Uberbacher and R. J. Mural",
22097 title = "Locating protein-coding regions in human {DNA}
22098 sequences by a multiple sensor-neural network
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22100 journal = "Proc. Natl. Acad. Sci. USA",
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22104 }
22105
22106 @Article{Uhrig91,
22107 author = "R. E. Uhrig",
22108 title = "Potential Applications of Neural Networks to the
22109 Operation of a Nuclear Power Plant",
22110 journal = "Nuclear Safety",
22111 volume = "32",
22112 number = "1",
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22114 }
22115
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22120 volume = "37",
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22124 }
22125
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22133 }
22134
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22143 }
22144
22145 @InProceedings{VandenBout88,
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22147 booktitle = icnn,
22148 title = "A Travelling Salesman Objective Function That Works",
22149 volume = "2",
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22154 }
22155
22156 @Article{VandenBout89,
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22164 }
22165
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22170 year = "2008",
22171 keywords = {dimension-reduction, locality, nearest-neighbors, spectral, visualization},
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22174 url = {http://www.jmlr.org/papers/volume9/vandermaaten08a/vandermaaten08a.pdf},
22175 volume = {9},
22176 }
22177
22178 @Book{VanDerVaart+Wellner-1996,
22179 author = "A. W. {van der Vaart} and J. Wellner",
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22214 }
22215
22216 % HUGO: Haven't found what A. stands for...
22217 @Article{VapnikV63,
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22220 journal = "Automation and Remote Control",
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22222 year = "1963",
22223 }
22224
22225 @Article{Vapnik71,
22226 author = "V. N. Vapnik and A. Y. Chervonenkis",
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22228 Events to Their Probabilities",
22229 journal = tprobapp,
22230 volume = "16",
22231 pages = "264--280",
22232 year = "1971",
22233 }
22234
22235 @Book{Vapnik82,
22236 author = "V. N. Vapnik",
22237 title = "Estimation of Dependences Based on Empirical Data",
22238 publisher = "Springer-Verlag",
22239 address = "Berlin",
22240 year = "1982",
22241 }
22242
22243 @Article{Vapnik93,
22244 author = "V. Vapnik and L. Bottou",
22245 title = "Local algorithms for pattern recognition and
22246 dependencies estimation",
22247 journal = nc,
22248 volume = "5",
22249 number = "6",
22250 pages = "893--909",
22251 year = "1993",
22252 }
22253
22254 @Book{Vapnik95,
22255 author = "V. N. Vapnik",
22256 title = "The Nature of Statistical Learning Theory",
22257 publisher = "Springer",
22258 address = "New York",
22259 year = "1995",
22260 }
22261
22262 @Book{Vapnik98,
22263 author = "Vladimir Vapnik",
22264 title = "Statistical Learning Theory",
22265 publisher = "Wiley, Lecture Notes in Economics and Mathematical
22266 Systems, volume 454",
22267 year = "1998",
22268 }
22269
22270 @InCollection{variational99,
22271 author = "M. I. Jordan and Z. Ghahramani and T. Jaakkola and L.
22272 Saul",
22273 editor = "M. I. Jordan",
22274 booktitle = "Learning in Graphical Models",
22275 title = "An introduction to variational methods in graphical
22276 models",
22277 publisher = "MIT Press",
22278 address = "Cambridge, MA",
22279 year = "1999",
22280 }
22281
22282 @InProceedings{Venka+PC-2004,
22283 author = "Shailaja Venkatsubramanyan and Jose Perez-Carballo",
22284 booktitle = "Second ACL Workshop on Multiword Expressions",
22285 title = "Multiword Expression Filtering for Building Knowledge
22286 Maps",
22287 pages = "40--47",
22288 year = "2004",
22289 }
22290
22291 @InProceedings{Verbeek-2004,
22292 author = "Jakob J. Verbeek and Sam T. Roweis and Nikos Vlassis",
22293 editor = NIPS16ed,
22294 booktitle = NIPS16,
22295 title = "Non-linear {CCA} and {PCA} by Alignment of Local
22296 Models",
22297 publisher = "MIT Press",
22298 address = "Cambridge, MA",
22299 year = "2004",
22300 keywords = "dimensionality reduction, spectral methods, mixture
22301 density, CCA, PCA",
22302 }
22303
22304 @InProceedings{Veronis1990,
22305 author = "Jean Veronis and Nancy Ide",
22306 booktitle = "COLING'90",
22307 title = "Word Sense Disambiguation with Very Large Neural
22308 Networks Extracted from Machine Readable Dictionaries",
22309 year = "1990",
22310 }
22311
22312 @Misc{Veronis98,
22313 author = "Jean Veronis",
22314 title = "A study of polysemy judgements and inter-annotator
22315 agreement",
22316 year = "1998",
22317 URL = "citeseer.nj.nec.com/veronis98study.html",
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22319 inter-annotator agreement. In Programme and advanced
22320 papers of the Senseval workshop. Herstmonceux Castle,
22321 England.",
22322 }
22323
22324 @InProceedings{Vilalta+al-1997,
22325 author = "Ricardo Vilalta and Gunnar Blix and Larry Rendell",
22326 booktitle = ECML97,
22327 title = "Global Data Analysis and the Fragmentation Problem in
22328 Decision Tree Induction",
22329 publisher = "Springer-Verlag",
22330 pages = "312--327",
22331 year = "1997",
22332 }
22333
22334 @InProceedings{Vincent-Bengio-2003-short,
22335 author = "Pascal Vincent and Yoshua Bengio",
22336 booktitle = NIPS15,
22337 title = "Manifold Parzen Windows",
22338 publisher = "MIT Press",
22339 year = "2003",
22340 }
22341
22342 @TechReport{Vincent-TR1316-small,
22343 author = "P. Vincent and H. Larochelle and Y. Bengio and P.-A.
22344 Manzagol",
22345 title = "Extracting and Composing Robust Features with
22346 Denoising Autoencoders",
22347 number = "1316",
22348 institution = "Universit\'e de Montr\'eal, dept. IRO",
22349 year = "2008",
22350 }
22351
22352 @Article{Vincent2001,
22353 author = "P. Vincent and Y. Bengio",
22354 title = "Kernel Matching Pursuit",
22355 journal = "Machine Learning",
22356 volume = "48",
22357 number = "",
22358 pages = "165--187",
22359 year = "2002",
22360 }
22361
22362 @InProceedings{Vincent2002,
22363 author = "P. Vincent and Y. Bengio",
22364 editor = NIPS14ed,
22365 booktitle = NIPS14,
22366 title = "{K}-Local Hyperplane and Convex Distance Nearest
22367 Neighbor Algorithms",
22368 publisher = "{MIT} Press",
22369 address = "Cambridge, MA",
22370 pages = "985--992",
22371 year = "2002",
22372 }
22373
22374 @InProceedings{VincentPLarochelleH2008-small,
22375 author = "Pascal Vincent and Hugo Larochelle and Yoshua Bengio
22376 and Pierre-Antoine Manzagol",
22377 booktitle = "ICML 2008",
22378 title = "Extracting and Composing Robust Features with
22379 Denoising Autoencoders",
22380 year = "2008",
22381 }
22382
22383 @InProceedings{VincentPLarochelleH2008-short,
22384 author = "Pascal Vincent and Hugo Larochelle and Yoshua Bengio
22385 and Pierre-Antoine Manzagol",
22386 booktitle = "Int. Conf. Mach. Learn.",
22387 title = "Extracting and Composing Robust Features with
22388 Denoising Autoencoders",
22389 year = "2008",
22390 pages = "1096--1103"
22391 }
22392
22393
22394 @InProceedings{vincent:icml08,
22395 author = "Pascal Vincent and Hugo Larochelle and Yoshua Bengio and {Pierre-Antoine Manzagol}",
22396 title = "Extracting and composing robust features with denoising autoencoders",
22397 booktitle = "Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008)",
22398 location = "Helsinki, Finland",
22399 editor = "Andrew McCallum and Sam Roweis",
22400 publisher = "Omnipress",
22401 year = "2008",
22402 pages = "1096--1103",
22403 }
22404 %url = "http://icml2008.cs.helsinki.fi/papers/592.pdf",
22405
22406 @InProceedings{VincentPLarochelleH2008-very-small,
22407 author = "P. Vincent and H. Larochelle and Y. Bengio and P.-A.
22408 Manzagol",
22409 booktitle = "ICML 2008",
22410 title = "Extracting and Composing Robust Features with
22411 Denoising Autoencoders",
22412 year = "2008",
22413 }
22414
22415 @Article{Viterbi67,
22416 author = "A. Viterbi",
22417 title = "Error bounds for convolutional codes and an
22418 asymptotically optimum decoding algorithm",
22419 journal = ieeeit,
22420 pages = "260--269",
22421 year = "1967",
22422 }
22423
22424 @InProceedings{Vlachos-2002,
22425 author = "Michail Vlachos and Carlotta Domeniconi and Dimitrios
22426 Gunopulos and George Kollios and Nick Koudas",
22427 booktitle = "Proc. of 8th SIGKDD",
22428 title = "Non-Linear Dimensionality Reduction Techniques for
22429 Classification and Visualization",
22430 address = "Edmonton, Canada",
22431 year = "2002",
22432 URL = "citeseer.ist.psu.edu/573153.html",
22433 }
22434
22435 @Article{vogl-88,
22436 author = "T. Vogl and J. Mangis and J. Rigler and W. Zink and D.
22437 Alkon",
22438 title = "accelerating convergence of the back-propagation
22439 method",
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22441 volume = "59",
22442 pages = "257--263",
22443 year = "1988",
22444 }
22445
22446 @Article{Vogl88,
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22449 title = "Accelerating the Convergence of the Back-Propagation
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22451 journal = biocyb,
22452 volume = "59",
22453 pages = "257--263",
22454 year = "1988",
22455 }
22456
22457 @Book{Volterra,
22458 author = "V. Volterra",
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22460 Integro-Differential Equations",
22461 publisher = "Dover",
22462 address = "New York",
22463 year = "1959",
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22466 @Article{vonderMalsburg73,
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22475 @Article{vonderMalsburg82,
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22481 pages = "49--56",
22482 year = "1982",
22483 }
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22489 title = "Factors Influencing Learning by Back-Propagation",
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22492 address = "San Diego 1988",
22493 pages = "335--341",
22494 year = "1988",
22495 }
22496
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22504 }
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22506 @InCollection{vonNeumann56,
22507 author = "J. von Neumann",
22508 editor = "C. E. Shannon and J. McCarthy",
22509 booktitle = "Automata Studies",
22510 title = "Probabilistic Logics and the Synthesis of Reliable
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22515 year = "1956",
22516 }
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22530 booktitle = "Statistical Decision Theory and Related Topics III",
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22534 publisher = "Academic Press",
22535 year = "1982",
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22545 (SIAM)",
22546 address = "Philadelphia, PA",
22547 year = "1990",
22548 }
22549
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22554 journal = nc,
22555 volume = "1",
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22557 year = "1989",
22558 }
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22560 @Article{Waibel89b,
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22565 volume = "37",
22566 pages = "328--339",
22567 year = "1989",
22568 }
22569
22570 @Article{Waibel89c,
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22573 Networks",
22574 journal = ieeetassp,
22575 volume = "37",
22576 pages = "1888--1898",
22577 year = "1989",
22578 }
22579
22580 @Article{Wallace+Boulton-1968,
22581 author = "C. S. Wallace and D. M. Boulton",
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22584 volume = "11",
22585 number = "2",
22586 pages = "185--194",
22587 year = "1968",
22588 }
22589
22590 @InCollection{Wan93,
22591 author = "Wan E. A.",
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22596 network with internal delay lines",
22597 publisher = "Addison-Wesley",
22598 pages = "195--217",
22599 year = "1993",
22600 }
22601
22602 @InCollection{Wan93a,
22603 author = "E. A. Wan",
22604 editor = "A. Weigend and N. Gershenfeld",
22605 booktitle = "Predicting the future and understanding the past",
22606 title = "Time Series Prediction by Using a Connectionist
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22608 publisher = "Addison-Wesley",
22609 address = "Redwood City, CA",
22610 pages = "175--193",
22611 year = "1993",
22612 }
22613
22614 @InProceedings{Wang-ijcnn91,
22615 author = "S. D. Wang and C. H. Hsu",
22616 booktitle = ijcnn,
22617 title = "Terminal Attractor Learning Algorithms for
22618 Backpropagation Neural Networks",
22619 publisher = "IEEE Press",
22620 address = "Singapore",
22621 pages = "183--189",
22622 month = nov,
22623 year = "1991",
22624 }
22625
22626 @INPROCEEDINGS{WangC1994,
22627 author = {Changfeng Wang and Santosh S. Venkatesh and J. Stephen Judd},
22628 title = {Optimal stopping and effective machine complexity in learning},
22629 editor = NIPS6ed,
22630 booktitle = NIPS6,
22631 year = {1994},
22632 pages = {303--310},
22633 publisher = {Morgan Kaufmann}
22634 }
22635
22636 @inproceedings{wangetal08,
22637 author = "Wang, Q. and Lin, D. and Schuurmans, D.",
22638 title = "Semi-supervised convex training for dependency parsing",
22639 booktitle = "Proceedings of the Forty-sixth Annual Conference of the
22640 Association for Computational Linguistics: Human Language Technologies (ACL)",
22641 year = 2008,
22642 note = "Acceptance rate 25\%; Wang a trainee"
22643 }
22644
22645 @inproceedings{wangetal07,
22646 author = "Wang, T. and Lizotte, D. and Bowling, M. and Schuurmans, D.",
22647 title = "Stable dual dynamic programming",
22648 editor = NIPS20ed,
22649 booktitle = NIPS20,
22650 year = 2007,
22651 note = "Acceptance rate 22\%; Wang and Lizotte trainees"
22652 }
22653
22654
22655 @Misc{Wang02,
22656 author = "L. Wang and K. Luk Chan",
22657 howpublished = "6th kernel machines workshop, in conjunction with Neural Information Processing Systems (NIPS)",
22658 title = "Learning Kernel Parameters by using Class Separability
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22660 year = "2002",
22661 url = "http://users.rsise.anu.edu.au/~wanglei/#Publication",
22662 }
22663
22664 @Article{Wang89,
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22666 title = "Superfamily expands",
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22668 volume = "337",
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22671 }
22672
22673 @InProceedings{WangHarper2002,
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22675 booktitle = "EMNLP '02: Proceedings of the ACL-02 conference on
22676 Empirical methods in natural language processing",
22677 title = "The Super{ARV} language model: investigating the
22678 effectiveness of tightly integrating multiple knowledge
22679 sources",
22680 publisher = "Association for Computational Linguistics",
22681 address = "Morristown, NJ, USA",
22682 pages = "238--247",
22683 year = "2002",
22684 }
22685
22686 @Article{Warmuth95,
22687 author = "Sally Floyd and Manfred Warmuth",
22688 title = "Sample Compression, Learnability, and the
22689 Vapnik-Chervonenkis Dimension",
22690 journal = "Machine Learning",
22691 volume = "21",
22692 number = "3",
22693 pages = "269--304",
22694 year = "1995",
22695 }
22696
22697 @Book{Wasserman-2004,
22698 author = "Larry Wasserman",
22699 title = "All of Statistics - A Concise Course in Statistical Inference",
22700 publisher = "Springer",
22701 year = "2004",
22702 }
22703
22704 @PhdThesis{Watkins-PhD,
22705 author = "C. J. C. H. Watkins",
22706 title = "Learning from Delayed Rewards",
22707 school = "Cambridge University",
22708 address = "Cambridge, England",
22709 year = "1989",
22710 }
22711
22712 @InProceedings{Watrous87,
22713 author = "R. L. Watrous",
22714 editor = "M. Caudill and C. Butler",
22715 booktitle = icnn,
22716 title = "Learning Algorithms for Connectionist Networks:
22717 Applied Gradient Methods of Nonlinear Optimization",
22718 volume = "2",
22719 publisher = "IEEE, New York",
22720 address = "San Diego 1987",
22721 pages = "619--627",
22722 year = "1987",
22723 }
22724
22725 @TechReport{Watrous89,
22726 author = "R. L. Watrous",
22727 title = "Context-modulated discrimination of similar vowels
22728 using second-order connectionist networks",
22729 number = "{CRG-TR}-89-5",
22730 institution = "University of Toronto",
22731 year = "1989",
22732 }
22733
22734 @Article{Watrous-nc92,
22735 author = "R. L. Watrous and G. M. Kuhn",
22736 title = "Induction of Finite-State Languages Using Second-Order
22737 Recurrent Networks",
22738 journal = nc,
22739 volume = "4",
22740 number = "3",
22741 pages = "406--414",
22742 year = "1992",
22743 }
22744
22745 @Article{Watson64,
22746 author = "G. S. Watson",
22747 title = "Smooth regression analysis",
22748 journal = "Sankhya - The Indian Journal of Statistics",
22749 volume = "26",
22750 pages = "359--372",
22751 year = "1964",
22752 }
22753
22754 @inproceedings{Weber-2000,
22755 author = {Markus Weber and Max Welling and Pietro Perona},
22756 title = {Unsupervised Learning of Models for Recognition},
22757 booktitle = {Proc. 6th Europ. Conf. Comp. Vis., ECCV2000},
22758 address = {Dublin},
22759 year = 2000,
22760 pages = {18-32},
22761 url = {http://link.springer.de/link/service/series/0558/bibs/1842/18420018.htm},
22762 }
22763
22764 @Book{Webster88,
22765 editor = "Webster",
22766 title = "Webster's Ninth New Collegiate Dictionary",
22767 publisher = "Merriam-Webster",
22768 address = "Springfield",
22769 year = "1988",
22770 }
22771
22772 @Book{Wegener87,
22773 author = "Ingo Wegener",
22774 title = "The Complexity of Boolean Functions",
22775 publisher = "John Wiley \& Sons",
22776 year = "1987",
22777 }
22778
22779 @InCollection{Weigend93,
22780 author = "N. A. Gershenfeld and A. S. Weigend",
22781 editor = "A. Weigend and N. Gershenfeld",
22782 booktitle = "Predicting the future and understanding the past",
22783 title = "The Future of Time Series: Learning and
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22785 publisher = "Addison-Wesley",
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24174 booktitle = "Nineteenth International Joint Conference on
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24176 title = "Using Learned Browsing Behavior Models to Recommend
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24183 @TechReport{Zhu-Lafferty-Ghahramani-2003,
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24185 title = "Semi-supervised learning: from {G}aussian fields to
24186 {G}aussian processes",
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24188 institution = "School of Computer Science, Carnegie Mellon
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24202
24203 @TechReport{zhu05survey,
24204 author = "Xiaojin Zhu",
24205 title = "Semi-Supervised Learning Literature Survey",
24206 number = "1530",
24207 institution = "Computer Science, University of Wisconsin-Madison",
24208 year = "2005",
24209 note = "http://www.cs.wisc.edu/$\sim$jerryzhu/pub/ssl\-survey.pdf",
24210 }
24211
24212 @TechReport{ZhuX2002,
24213 author = "Xiaojin Zhu and Zoubin Ghahramani",
24214 title = "Towards semisupervised classification with Markov
24215 random fields",
24216 institution = "Carnegie Mellon University",
24217 year = "2002",
24218 }
24219
24220 @inproceedings{Zinkevich-2003,
24221 author = {Martin Zinkevich},
24222 title ={Online convex programming and generalized infinitesimal gradient ascent},
24223 booktitle = ICML03,
24224 editor = ICML03ed,
24225 publisher = ICML03publ,
24226 pages = "928--936",
24227 year = "2003",
24228 }
24229
24230 @InProceedings{Zoubin-nips8,
24231 author = "Z. Ghahramani and M. I. Jordan",
24232 editor = NIPS8ed,
24233 booktitle = NIPS8,
24234 title = "Factorial Hidden Markov Models",
24235 publisher = "MIT Press, Cambridge, MA",
24236 year = "1996",
24237 }
24238
24239 @InProceedings{Zoubin-nips94,
24240 author = "Z. Ghahramani and M. I. Jordan",
24241 editor = NIPS6ed,
24242 booktitle = NIPS6,
24243 title = "Supervised learning from incomplete data via an {EM}
24244 approach",
24245 publisher = "Morgan Kaufmann",
24246 address = "San Mateo, CA",
24247 year = "1994",
24248 }
24249
24250 @TechReport{Zoubin-tr93,
24251 author = "Z. Ghahramani and M. I. Jordan",
24252 title = "Function approximation via density estimation using
24253 the {E}{M} approach",
24254 type = "Computational Cognitive Science",
24255 number = "TR 9304",
24256 institution = "MIT",
24257 year = "1993",
24258 }
24259
24260 @TechReport{Zoubin96,
24261 author = "Z. Ghahramani and G. E. Hinton",
24262 title = "Parameter estimation for linear dynamical systems",
24263 number = "Technical Report CRG-TR-91-1",
24264 institution = "University of Toronto",
24265 year = "1996",
24266 }
24267
24268 @TechReport{Zoubin96b,
24269 author = "Z. Ghahramani and G. E. Hinton",
24270 title = "Switching state-space models",
24271 number = "Technical Report CRG-TR-91-3",
24272 institution = "University of Toronto",
24273 year = "1996",
24274 }
24275
24276 @Article{Zue90a,
24277 author = "V. Zue and S. Seneff and J. Glass",
24278 title = "Speech database development: {TIMIT} and beyond",
24279 journal = spcomm,
24280 volume = "9",
24281 number = "4",
24282 pages = "351--356",
24283 month = aug,
24284 year = "1990",
24285 }
24286
24287 @InProceedings{Zue90b,
24288 author = "V. Zue and J. Glass and D. Goddeau and D. Goodine and
24289 H. Leung and M. McCandless and M. Phillips and J.
24290 Polifroni and S. Seneff and D. Whitney",
24291 booktitle = "Proc. Int. Conf. Spoken Languague Processing",
24292 title = "Recent progress on the {MIT} {VOYAGER} spoken language
24293 system",
24294 address = "Kobe, Japan",
24295 pages = "29.6.1",
24296 year = "1990",
24297 }
24298
24299 @InProceedings{Zwald+al-2004,
24300 author = "Laurent Zwald and Olivier Bousquet and Gilles
24301 Blanchard",
24302 editor = "John Shawe-Taylor and Yoram Singer",
24303 booktitle = colt04,
24304 title = "Statistical Properties of Kernel Principal Component
24305 Analysis",
24306 volume = "3120",
24307 publisher = "Springer-Verlag",
24308 pages = "594--608",
24309 year = "2004",
24310 series = "Lecture Notes in Computer Science",
24311 }
24312
24313 @InProceedings{Zweig+Russel-AAAI98,
24314 author = "G. Zweig and S. Russel",
24315 booktitle = "Proceedings of the AAAI Conference",
24316 title = "Speech Recognition with Dynamic {Bayesian} Networks",
24317 publisher = "AAAI Press",
24318 address = "Madison, Wisconsin",
24319 year = "1998",
24320 }
24321
24322 @InProceedings{Zweig+Russel-ICSLP98,
24323 author = "G. Zweig and S. Russel",
24324 booktitle = "Proceedings of the International Conference on
24325 Statistical Language Processing",
24326 title = "Probabilistic Modeling with {Bayesian} Networks for
24327 {ASR}",
24328 address = "Sidney, Australia",
24329 year = "1998",
24330 }
24331
24332 @Article{Zwicker+Terhardt80,
24333 author = "E. Zwicker and E. Terhardt",
24334 title = "Analytical expressions for critical band rate and
24335 critical bandwidths as a function of frequency",
24336 journal = jasa,
24337 volume = "68",
24338 number = "5",
24339 pages = "1523--1525",
24340 year = "1980",
24341 }
24342
24343 @Proceedings{colt03,
24344 editor = "Bernhard Sch{\"o}lkopf and Manfred K. Warmuth",
24345 booktitle = colt03,
24346 title = "Computational Learning Theory and Kernel Machines,
24347 16th Annual Conference on Computational Learning Theory
24348 and 7th Kernel Workshop, {COLT}/Kernel 2003,
24349 Washington, {DC}, {USA}, August 24-27, 2003,
24350 Proceedings",
24351 volume = "2777",
24352 publisher = "Springer",
24353 year = "2003",
24354 series = "Lecture Notes in Computer Science",
24355 }
24356
24357 @Proceedings{FOCS3,
24358 booktitle = "Proceedings of the Third Annual Symposium on Switching
24359 Circuit Theory and Logical Design",
24360 title = "Proceedings of the Third Annual Symposium on Switching
24361 Circuit Theory and Logical Design",
24362 organization = "American Institute of Electrical Engineers",
24363 address = "Chicago, Illinois",
24364 month = "7--12" # oct,
24365 year = "1962",
24366 crossrefonly = "1",
24367 url = "http://theory.lcs.mit.edu/~dmjones/FOCS/focs.bib",
24368 }
24369
24370 @Book{TricksOfTheTrade,
24371 editor = "Genevieve Orr and Klaus-Robert Muller",
24372 booktitle = "Neural networks: tricks of the trade",
24373 title = "Neural networks: tricks of the trade",
24374 volume = "1524",
24375 publisher = "Springer-Verlag Inc.",
24376 address = "New York, NY, USA",
24377 pages = "vi + 432",
24378 year = "1998",
24379 ISBN = "3-540-65311-2 (paperback)",
24380 ISSN = "0302-9743",
24381 LCCN = "QA76.87.N4913 1998",
24382 bibdate = "Sat Jan 9 14:35:31 1999",
24383 series = "Lecture Notes in Computer Science",
24384 acknowledgement = ack-nhfb,
24385 keywords = "Neural networks (Computer science)",
24386 }
24387
24388 @Article{Besag75pseudolikelihood,
24389 author = "Julian Besag",
24390 title = "Statistical analysis of non-lattice data",
24391 journal = "The Statistician",
24392 volume = "24",
24393 number = "3",
24394 pages = "179--195",
24395 year = "1975",
24396 }
24397
24398 @INPROCEEDINGS{Marlin05unsupervisedlearning,
24399 author = {Benjamin Marlin and Richard S. Zemel and Sam T. Roweis},
24400 title = {Unsupervised learning with non-ignorable missing data},
24401 booktitle = {In Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics (AISTATS 2005)},
24402 year = {2005},
24403 pages = {222--229}
24404 }
24405
24406 @PhdThesis{MarlinThesis08,
24407 author = "Benjamin M. Marlin",
24408 title = "Missing Data Problems in Machine Learning",
24409 school = "Dept. of Computer Science, University of Toronto",
24410 year = "2008"
24411 }
24412
24413 @inproceedings{odonnellservedio08,
24414 author = "{O'Donnell}, R. and Servedio, R.",
24415 title = "The {Chow} parameters problem",
24416 booktitle = "Proceedings of the Fortieth Annual Symposium on Theory of
24417 Computing (STOC)",
24418 year = 2008,
24419 pages = "517-526",
24420 }
24421
24422 @article{bendaviddichterman98,
24423 author = "{Ben-David}, S. and Dichterman, E.",
24424 title = "Learning with restricted focus of attention",
24425 journal = "Journal of Computer and System Sciences",
24426 volume = 56,
24427 numer = 3,
24428 year = 1998,
24429 pages = "277-298",
24430 }
24431
24432 @techreport{cma07,
24433 author = "Canadian Medical Association",
24434 title = "Information technology and health care in Canada: 2007 status report",
24435 year = 2007,
24436 }
24437
24438 @article{hanetal05,
24439 author = "Y. Han and J. Carcillo and S. Venkataraman and R. Clark and
24440 R. Watson and T. Nguyen and H. Bayir and R. Orr",
24441 title = "Unexpected increased mortality after implementation
24442 of a commercially sold computerized physician order entry system",
24443 journal = "Pediatrics",
24444 volume = "116",
24445 number = 6,
24446 pages = "1506-1512",
24447 year = 2005,
24448 }
24449
24450 @InProceedings{conf/uai/McCallum03,
24451 title = "Efficiently Inducing Features of Conditional Random
24452 Fields",
24453 author = "Andrew McCallum",
24454 booktitle = UAI03,
24455 publisher = "Morgan Kaufmann",
24456 date = "August 7-10",
24457 location = "Acapulco, Mexico",
24458 year = "2003",
24459 editor = "Christopher Meek and Uffe Kj{\ae}rulff",
24460 ISBN = "0-127-05664-5",
24461 pages = "403--410",
24462 }
24463
24464
24465 @InProceedings{conf/uai/McCallum03-small,
24466 title = "Efficiently Inducing Features of Conditional Random
24467 Fields",
24468 author = "A. McCallum",
24469 booktitle = "UAI",
24470 year = "2003",
24471 }
24472
24473
24474 @InProceedings{conf/icml/RanzatoS08,
24475 title = "Semi-supervised learning of compact document
24476 representations with deep networks",
24477 author = "Marc'Aurelio Ranzato and Martin Szummer",
24478 booktitle = ICML08,
24479 editor = ICML08ed,
24480 publisher = ICML08publ,
24481 year = "2008",
24482 volume = "307",
24483 ISBN = "978-1-60558-205-4",
24484 pages = "792--799",
24485 series = "ACM International Conference Proceeding Series",
24486 date = "June 5-9, 2008",
24487 location = "Helsinki, Finland",
24488 URL = "http://doi.acm.org/10.1145/1390156.1390256",
24489 }
24490
24491 @InProceedings{conf/icml/RanzatoS08-small,
24492 title = "Semi-supervised learning of compact document
24493 representations with deep networks",
24494 author = "M. Ranzato and M. Szummer",
24495 booktitle = "ICML",
24496 year = "2008",
24497 }
24498
24499 @PhdThesis{Cosatto02sample-basedtalking-head,
24500 author = {Eric Cosatto and Prof Murat Kunt},
24501 title = {Sample-Based Talking-Head Synthesis},
24502 institution = {Signal Processing Lab, Swiss Federal Institute of Techology},
24503 year = {2002}
24504 }
24505
24506 @incollection{SutskeverHintonTaylor2009,
24507 title = {The Recurrent Temporal Restricted Boltzmann Machine},
24508 author = {Ilya Sutskever and Geoffrey E Hinton and Graham Taylor},
24509 editor = NIPS21ed,
24510 booktitle = NIPS21,
24511 pages = {1601--1608},
24512 year = {2009}
24513 }
24514
24515 @TechReport{Bergstra+2009-small,
24516 author = "J. Bergstra and G. Desjardins and P. Lamblin and Y. Bengio",
24517 title = "Quadratic Polynomials Learn Better Image Features",
24518 number = "1337",
24519 institution = "DIRO, Universit\'e de Montr\'eal",
24520 year = "2009",
24521 }
24522
24523 @inproceedings{Haffner+al-1998,
24524 author = {Haffner, P. and Bottou, L. and Howard, P. G. and Simard, P. and Bengio, Y. and Cun, Y. Le},
24525 title = {Browsing through High Quality Document Images with {DjVu}},
24526 booktitle = {Proceedings of the Advances in Digital Libraries Conference (ADL'98)},
24527 year = {1998},
24528 isbn = {0-8186-8464-X},
24529 pages = {309},
24530 publisher = {IEEE Computer Society},
24531 address = {Washington, DC, USA},
24532 }
24533
24534 @inproceedings{Bottou+Howard+Bengio-1998,
24535 author = {Bottou, L. and Howard, P. G. and Bengio, Y.},
24536 title = {The {Z}-Coder Adaptive Binary Coder},
24537 booktitle = {Proceedings of the Conference on Data Compression (DCC'98)},
24538 year = {1998},
24539 pages = {13},
24540 publisher = {IEEE Computer Society},
24541 address = {Washington, DC, USA},
24542 }
24543
24544 @inproceedings{Pigeon+Bengio-1998,
24545 author = {Steven Pigeon and
24546 Yoshua Bengio},
24547 title = {A Memory-Efficient Adaptive Huffman Coding Algorithm for
24548 Very Large Sets of Symbols},
24549 booktitle = {Proceedings of the Conference on Data Compression (DCC'98)},
24550 year = {1998},
24551 pages = {568},
24552 ee = {http://dlib.computer.org/conferen/dcc/8406/pdf/84060568.pdf},
24553 bibsource = {DBLP, http://dblp.uni-trier.de}
24554 }
24555
24556 @INPROCEEDINGS{LeCun+Bottou+Bengio-1997,
24557 title={Reading checks with multilayer graph transformer networks},
24558 author={Yann LeCun and Bottou, L. and Bengio, Y.},
24559 booktitle={IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'97)},
24560 year={1997},
24561 month={Apr},
24562 volume={1},
24563 pages={151--154},
24564 keywords={backpropagation, banking, cheque processing, document image processing, image segmentation, optical character recognitionbusiness checks, business cheques, check reading system, cheque reading system, convolutional neural network character recognizers, gradient-based learning algorithms, graph-based stochastic models, machine learning paradigm, multilayer graph transformer networks, personal checks, personal cheques},
24565 doi={10.1109/ICASSP.1997.599580},
24566 }
24567
24568 @INPROCEEDINGS{Rahim97discriminativefeature,
24569 author = {Mazin Rahim and Yoshua Bengio and Yann {LeCun}},
24570 title = {Discriminative Feature And Model Design For Automatic Speech Recognition},
24571 booktitle = {In Proc. of Eurospeech},
24572 year = {1997},
24573 pages = {75--78}
24574 }
24575
24576 @InProceedings{Bengio-nncm-1996,
24577 author = {Yoshua Bengio},
24578 title = {Training A Neural Network with a Financial Criterion Rather then a Prediction Criterion},
24579 booktitle = {Proceedings of the Fourth International Conference on Neural Networks in the Capital Markets (NNCM-96)},
24580 editor = { A.S. Weigend and Y.S Abu-Mostafa and A.-P.N. Regenes},
24581 publisher = {World Scientific},
24582 pages = {433--443},
24583 year = "1997",
24584 }
24585
24586 @INPROCEEDINGS{Bengio+Bengio+Cloutier-1994,
24587 title={Use of genetic programming for the search of a new learning rule for neural networks},
24588 author={Bengio, S. and Bengio, Y. and Cloutier, J.},
24589 booktitle={Proceedings of the First IEEE Conference on Evolutionary Computation},
24590 year={1994},
24591 month={Jun},
24592 pages={324-327 vol.1},
24593 keywords={ backpropagation, genetic algorithms, learning (artificial intelligence), neural nets, optimisation, search problems backpropagation algorithm, classification tasks, genetic algorithms, genetic programming, gradient descent, learning rule, neural networks, optimization, parametric function, rule parameters, search, simulated annealing, standard optimization methods},
24594 doi={10.1109/ICEC.1994.349932},
24595 }
24596
24597 @article{Chakraborty+al-2002,
24598 author = {Chakraborty, Basabi and Chakraborty, Goutam},
24599 title = {A new feature extraction technique for on-line recognition of handwritten alphanumeric characters},
24600 journal = {Inf. Sci. Appl.},
24601 volume = {148},
24602 number = {1-4},
24603 year = {2002},
24604 issn = {0020-0255},
24605 pages = {55--70},
24606 doi = {http://dx.doi.org/10.1016/S0020-0255(02)00276-1},
24607 publisher = {Elsevier Science Inc.},
24608 address = {New York, NY, USA},
24609 }
24610
24611
24612 @INPROCEEDINGS{LeCun+al-1993,
24613 title={On-Line handwriting recognition with neural networks: spatial representation versus temporal representation},
24614 author={{LeCun}, Y and Bengio, Y. and Henderson, D. and Weisbuch, A.},
24615 booktitle={Proceedings of the International Conference on Handwriting and Drawing},
24616 year={1993},
24617 location= {Ecole Nationale Superieure des Telecommunications},
24618 }
24619
24620 @INPROCEEDINGS{Bengio+al-92,
24621 author = {Yoshua Bengio and Samy Bengio and Jocelyn Cloutier and Jan Gecsei},
24622 title = {On the Optimization of a Synaptic Learning Rule},
24623 booktitle = {in Conference on Optimality in Biological and Artificial Networks},
24624 year = {1992}
24625 }
24626
24627 @INPROCEEDINGS{Bengio+al-91,
24628 author = {Yoshua Bengio and Samy Bengio and Jocelyn Cloutier and Jan Gecsei},
24629 title = {Learning a Synaptic Learning Rule},
24630 booktitle = ijcnn,
24631 location = "Seattle, WA",
24632 pages = "II-A969",
24633 year = {1991}
24634 }
24635
24636 @INPROCEEDINGS{Bengio91acomparative,
24637 author = {Yoshua Bengio and Renato De Mori and Giovanni Flammia and Ralf Kompe},
24638 title = {A Comparative Study On Hybrid Acoustic Phonetic Decoders Based On Artificial Neural Networks},
24639 booktitle = {Proceeding of EuroSpeech},
24640 location = {Genova, Italy},
24641 year = {1991}
24642 }
24643
24644 @inproceedings { lecun-01a,
24645 original = "orig/lecun-01a.ps.gz",
24646 author = "{LeCun}, Y. and Bottou, L. and Bengio, Y. and Haffner, P.",
24647 title = "Gradient-Based Learning Applied to Document Recognition",
24648 booktitle = "Intelligent Signal Processing",
24649 editors = "Haykin, S. and Kosko, B.",
24650 pages = "306-351",
24651 publisher = "IEEE Press",
24652 note = "chap. 9",
24653 year = 2001,
24654 }
24655
24656 @InCollection{Hochreiter+al-2000,
24657 abstract = {Introduction Recurrent networks (crossreference Chapter 12) can, in principle, use their feedback connections to store representations of recent input events in the form of activations. The most widely used algorithms for learning what to put in short-term memory, however, take too much time to be feasible or do not work well at all, especially when minimal time lags between inputs and corresponding teacher signals are long. Although theoretically fascinating, they do not provide clear practical advantages over, say, backprop in feedforward networks with limited time windows (see crossreference Chapters 11 and 12). With conventional \&\#034;algorithms based on the computation of the complete gradient\&\#034;, such as \&\#034;Back-Propagation Through Time\&\#034; (BPTT, e.g., [22, 27, 26]) or \&\#034;Real-Time Recurrent Learning\&\#034; (RTRL, e.g., [21]) error signals \&\#034;flowing backwards in time\&\#034; tend to either (1) blow up or (2) vanish: the temporal evolution of the backpropagated error ex},
24658 author = {Hochreiter, Sepp and Informatik, Fakultat F. and Bengio, Yoshua and Frasconi, Paolo and Schmidhuber, Jurgen},
24659 citeulike-article-id = {4450697},
24660 citeulike-linkout-0 = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.24.7321},
24661 keywords = {gradient-descent, long-term-dependencies, rnn},
24662 posted-at = {2009-05-02 00:58:01},
24663 priority = {2},
24664 title = {Gradient Flow in Recurrent Nets: the Difficulty of Learning Long-Term Dependencies},
24665 url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.24.7321},
24666 booktitle = "Field Guide to Dynamical Recurrent Networks",
24667 editor = "J. Kolen and S. Kremer",
24668 publisher = "IEEE Press",
24669 year = "2000",
24670 }
24671
24672 @INPROCEEDINGS{Lecun99objectrecognition,
24673 author = {Yann {LeCun} and Patrick Haffner and Léon Bottou and Yoshua Bengio},
24674 title = {Object Recognition with Gradient-Based Learning},
24675 booktitle = {Shape, Contour and Grouping in Computer Vision},
24676 year = {1999},
24677 publisher = {Springer},
24678 pages = {319--345},
24679 }
24680
24681
24682 % non-ref conference
24683 @MISC{snowbird_learn_conf,
24684 title = "Snowbirds papers",
24685 author = "many authors",
24686 howpublished = "Learning Conference, Snowbird",
24687 location = "Utah",
24688 year = "many",
24689 }
24690
24691 @MISC{Collobert+Bengio-2001,
24692 title = "Magic Mix",
24693 author = "Collobert, R. and Bengioy, Y.",
24694 year = "2002",
24695 howpublished = "Learning Conference, Snowbird",
24696 location = "Utah",
24697 }
24698
24699 @MISC{Bengio+al-2001,
24700 title = "Learning a Distributed Representation for Statistical Language Modeling and Information Retrieval",
24701 author = "Yoshua Bengio and Pascal Vincent and Florence d'Alché-Buc",
24702 year = "2001",
24703 howpublished = "Learning Conference, Snowbird",
24704 location = "Utah",
24705 }
24706
24707 @MISC{Bengio+Nadeau-2000,
24708 title = "About Realistic Comparisons Between Learning Algorithms",
24709 author = "Yoshua Bengio and C. Nadeau",
24710 year = "2000",
24711 howpublished = "Learning Conference, Snowbird",
24712 location = "Utah",
24713 }
24714 @MISC{Bengio-1999,
24715 title = "Learning from Structured High-Dimensional Data",
24716 author = "Yoshua Bengio",
24717 howpublished = "Meeting of the Mathematical Society of Canada",
24718 location = "Montreal, Canada",
24719 year = "1999",
24720 }
24721
24722 @MISC{Bengio+al-1999,
24723 title = "Gradient-Based Learning of Hyper-Parameters",
24724 author = "Yoshua Bengio and S. Latendresse and Charles Dugas",
24725 year = "1999",
24726 howpublished = "Learning Conference, Snowbird",
24727 location = "Utah",
24728 }
24729
24730 @MISC{Bengio+al-1999b,
24731 title = "Learning Algorithms for Sorting Compounds from Titration Curves",
24732 author = "Yoshua Bengio and J-J. Brault and F. Major and R. Neal and S. Pigeon",
24733 howpublished = "Symposium on New Perspectives for Computer-Aided Drug Design",
24734 location = "Montreal, Canada",
24735 year = "1999",
24736 }
24737
24738 @MISC{Bengio+al-1998,
24739 title = "Stochastic learning of strategic equilibria for auctions",
24740 author = "Yoshua Bengio and S. Latendresse and Charles Dugas",
24741 howpublished = "Machines That Learn Conference, Snowbird",
24742 location = "Utah",
24743 year = "1998",
24744 }
24745
24746 @MISC{Bengio+al-1997,
24747 title = "On the Clusterization of Probabilistic Transducers",
24748 author = "Bengio, Y. and Bengio, S. and Singer, Y. and Isabelle, J-F.",
24749 howpublished = "1997 Neural Networks for Computing Conference, Snowbird",
24750 location = "Utah",
24751 year = "1997",
24752 }
24753
24754 @MISC{Bengio-1995,
24755 title = "Fast High Capacity Classifiers",
24756 author = "Bengio, Y. and Bengio, S. and Singer, Y. and Isabelle, J-F.",
24757 howpublished = "1995 Neural Networks for Computing Conference, Snowbird",
24758 location = "Utah",
24759 year = "1997",
24760 }
24761
24762 @MISC{Bengio+Frasconi-1994,
24763 title = "Réseaux de neurones Markoviens pour l'inférence grammaticale",
24764 author = "Bengio, Y. and Frasconi, P.",
24765 howpublished = "1994 ACFAS Conference, neural networks colloquium",
24766 location = "Montréal, Québec",
24767 year = "1994",
24768 }
24769
24770 @MISC{Bengio+LeCun-1994,
24771 title = "Reconnaissance de mots manuscrits avec réseaux de neurones et modèles de Markov",
24772 author = "Bengio, Y. and {LeCun}, Y.",
24773 howpublished = "1994 ACFAS Conference, neural networks colloquium",
24774 location = "Montréal, Québec",
24775 year = "1994",
24776 }
24777
24778 @MISC{Bengio+al-1994,
24779 title = "Optimisation d'une règle d'apprentissage pour réseaux de neurones artificiels",
24780 author = "Bengio, S. and Bengio, Y. and Cloutier, J. and Gecsei, J.",
24781 howpublished = "1994 ACFAS Conference, neural networks colloquium",
24782 location = "Montréal, Québec",
24783 year = "1994",
24784 }
24785
24786 @MISC{Bengio+Frasconi-1994b,
24787 title = "An {EM} Algorithm for Target Propagation",
24788 author = "Bengio, Y. and Frasconi P.",
24789 howpublished = "1994 Neural Networks for Computing Conference, Snowbird",
24790 location = "Utah",
24791 year = "1994",
24792 }
24793
24794 @MISC{Bengio+al-1993,
24795 title = "The Problem of Learning Long-Term Dependencies in Recurrent Networks",
24796 author = "Bengio, Y. and Simard, P. and Frasconi P.",
24797 howpublished = "1994 Neural Networks for Computing Conference, Snowbird",
24798 location = "Utah",
24799 year = "1993",
24800 }
24801 @MISC{Bengio-1992,
24802 title = "Representations Based on Articulatory Dynamics for Speech Recognition",
24803 author = "Bengio, Y.",
24804 howpublished = "1992 Neural Networks for Computing Conference, Snowbird",
24805 location = "Utah",
24806 year = "1992",
24807 }
24808
24809 @MISC{Bengio+al-1991,
24810 title = "Learning a Synaptic Learning Rule",
24811 author = "Bengio, Y. and Bengio, S. and Cloutier, J.",
24812 howpublished = "1991 Neural Networks for Computing Conference, Snowbird",
24813 location = "Utah",
24814 year = "1991",
24815 }
24816
24817 @MISC{Bengio+DeMori-1990,
24818 title = "Recurrent networks with Radial Basis Functions for speech recognition",
24819 author = "Bengio, Y. and De Mori, R.",
24820 howpublished = "1990 Neural Networks for Computing Conference, Snowbird",
24821 location = "Utah",
24822 year = "1991",
24823 }
24824
24825
24826 %%tech repport
24827 @TechReport{Bardou+Bengio-TR2002,
24828 author = "O. Bardou and Yoshua Bengio",
24829 title = "Régularisation du prix des option : Stacking",
24830 institution = "Cahier Scientifique Cirano 2002s-44",
24831 year = "2002",
24832 }
24833
24834 @TechReport{Dugas+Bengio-TR2002,
24835 author = "O. Bardou and Yoshua Bengio",
24836 title = "Étude du biais dans le prix des options",
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24838 year = "2002",
24839 }
24840
24841 @TechReport{Dugas+al-TR2002,
24842 author = "C. Dugas and Y. Bengio and F. Bélisle and C. Nadeau and R. Garcia",
24843 title = "Incorporating Second-Order Functional Knowledge for Better Option Pricing",
24844 institution = "Cahier Scientifique Cirano 2002s-46",
24845 year = "2002",
24846 }
24847
24848 @TechReport{Bengio+al-TR2002,
24849 author = "Y. Bengio and V.-P. Lauzon and R. Ducharme",
24850 title = "Experiments on the Application of IOHMMs to Model Financial Returns Series",
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24853 }
24854
24855 @TechReport{Bengio+al-TR2002b,
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24858 institution = "Cahier Scientifique Cirano 2002s-48",
24859 year = "2002",
24860 }
24861
24862 @TechReport{Chapados+Bengio-TR2002,
24863 author = "N. Chapados and Y. Bengio",
24864 title = "Cost Functions and Model Combination for VaR-based Asset Allocation using
24865 Neural Networks",
24866 institution = "Cahier Scientifique Cirano 2002s-49",
24867 year = "2002",
24868 }
24869
24870 @TechReport{Bengio+Dugas-TR2002,
24871 author = "Y. Bengio and C. Dugas",
24872 title = "Forecasting Non-Stationary Volatility with Hyper-Parameters",
24873 institution = "Cahier Scientifique Cirano 2002s-50",
24874 year = "2002",
24875 }
24876
24877 @TechReport{Gingras+al-TR2002,
24878 author = "F. Gingras and Y. Bengio and C. Nadeau",
24879 title = "On Out-of-Sample Statistics for Time-Series",
24880 institution = "Cahier Scientifique Cirano 2002s-51",
24881 year = "2002",
24882 }
24883
24884 @TechReport{Chapados+Bengio-TR2002b,
24885 author = "N. Chapados and Y. Bengio",
24886 title = "Input Decay : Simple and Effective Soft Variable Selection",
24887 institution = "Cahier Scientifique Cirano 2002s-52",
24888 year = "2002",
24889 }
24890
24891 @TechReport{Ghosn+Bengio-TR2002,
24892 author = "J. Ghosn and Y. Bengio",
24893 title = "Multi-Task Learning For Option Pricing",
24894 institution = "Cahier Scientifique Cirano 2002s-53",
24895 year = "2002",
24896 }
24897
24898 @TechReport{Collobert+al-TR2001,
24899 author = "J. Ghosn and Y. Bengio",
24900 title = "A Parallel Mixture of {SVM}s for Very Large Scale Problems",
24901 institution = "IDIAP",
24902 location = "Switzerland",
24903 number = "IDIAP-RR-01-12",
24904 year = "2001",
24905 }
24906
24907 @TechReport{Vincent+Bengio-TR2001,
24908 author = "Vincent, P. and Bengio, Y.",
24909 title = "K-Local Hyperplane and Convex Distance Nearest Neighbor Algorithms",
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24911 location = "Switzerland",
24912 number = "1197",
24913 year = "2001",
24914 }
24915
24916 @TechReport{Chapados+al-TR2001,
24917 author = "Chapados, N. and Bengio, Y. and Vincent, P. and Ghosn, J. and Dugas, C. and Takeuchi, I. and Meng, L.",
24918 title = "Estimating Car Insurance Premia : a Case Study in High-Dimensional Data Inference",
24919 institution = DIRO,
24920 number = "1199",
24921 year = "2001",
24922 }
24923
24924 @TechReport{Bengio+Chapados-TR2001,
24925 author = "Chapados, N. and Bengio, Y. and Vincent, P. and Ghosn, J. and Dugas, C. and Takeuchi, I. and Meng, L.",
24926 title = "Extending Metric-Based Model Selection and Regularization in the Absence of Unlabeled Data",
24927 institution = DIRO,
24928 number = "1200",
24929 year = "2001",
24930 }
24931
24932 @TechReport{Nadeau+Bengio-TR1999,
24933 author = "Nadeau, C. and Bengio, Y.",
24934 title = "Inference and the Generalization Error",
24935 institution = "Cahier Scientifique Cirano 99s-25",
24936 year = "2002",
24937 }
24938
24939 @TechReport{Gingras+al-TR1999,
24940 author = "Gingras, F. and Bengio, Y. and Nadeau, C.",
24941 title = "On Out-of-Sample Statistics for Financial Time-Series",
24942 institution = "Centre de Recherches Mathématiques, Université de Montreal",
24943 number = "2585",
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24945 }
24946
24947 @TechReport{Bengio-1998-TR,
24948 author = "Bengio, Y.",
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24951 year = "1998",
24952 }
24953
24954 @TechReport{Bengio+DeMori-1990-TR,
24955 author = "Bengio, Y. and De Mori, R.",
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24958 number = "TR-SOCS-90-12",
24959 year = "1990",
24960 }
24961
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24968 year={1993}
24969 }
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24971 author = {Berkes, Pietro and Wiskott, Laurenz},
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24974 ISSN = {1534-7362},
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24976 number = {6},
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24978 year = {2005},
24979 month = {7},
24980 URL = {http://journalofvision.org/5/6/9/},
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24982 }
24983 @inproceedings{hurri+hyvarinen:2003,
24984 author={Hurri, J. and Hyv{\"a}rinen, A.},
24985 title={Temporal Coherence, Natural Image Sequences, and the Visual Cortex.},
24986 booktitle={Advances in Neural Information Processing Systems 15
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24988 year={2003},
24989 pages={141--148},
24990 }
24991 @article{wiskott:2002,
24992 author = "Laurenz Wiskott and Terrence Sejnowski",
24993 year = "2002",
24994 title = {Slow Feature Analysis: Unsupervised Learning of Invariances},
24995 journal = "Neural Computation",
24996 volume = "14",
24997 number = "4",
24998 pages = "715--770",
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25423 doi = {DOI: 10.1016/j.amc.2006.08.020},
25424 url = {http://www.sciencedirect.com/science/article/B6TY8-4KXDWBF-5/2/a9e1d7e2dfc4c88935386ea04ca9cb94},
25425 author = {Kemal Polat and Salih G\"{u}nes},
25426 keywords = {ECG Arrhythmia},
25427 keywords = {Principal component analysis (PCA)},
25428 keywords = {Least square support vector machine (LSSVM)},
25429 keywords = {ROC curves},
25430 }
25431
25432 @article{Song2005,
25433 author = {Mi Hye Song and Jeon Lee and Sung Pil Cho and Kyoung Joung Lee and Sun Kook Yoo},
25434 title = {Support Vector Machine Based Arrhythmia Classification
25435 Using Reduced Features},
25436 journal = IJCAS,
25437 year = {2005},
25438 volume = {3},
25439 number = {4},
25440 pages = {571--579},
25441 month = {December},
25442 }
25443
25444 @article{Ubeyli2009,
25445 author = {Elif Derya \"{U}beyli},
25446 title = {Combining recurrent neural networks with eigenvector methods for classification of {ECG} beats},
25447 journal = DSP,
25448 volume = {19},
25449 number = {2},
25450 year = {2009},
25451 issn = {1051-2004},
25452 pages = {320--329},
25453 doi = {http://dx.doi.org/10.1016/j.dsp.2008.09.002},
25454 publisher = {Academic Press, Inc.},
25455 address = {Orlando, FL, USA},
25456 }
25457
25458 @article{Ubeyli2007,
25459 author = {Elif Derya \"{U}beyli},
25460 title = {{ECG} beats classification using multiclass support vector machines with error correcting output codes},
25461 journal = DSP,
25462 year = {2007},
25463 volume = {17},
25464 pages = {675--684},
25465 }
25466
25467 @Article{Soman2005,
25468 author = {T. Soman and P. O. Bobbie},
25469 title = {Classification of Arrhythmia Using Machine Learning Techniques},
25470 journal = {WSEAS Transactions on Computers},
25471 year = {2005},
25472 volume = {4},
25473 number = {6},
25474 pages = {548--552},
25475 month = {June},
25476 }
25477
25478 @InProceedings{Chengwei2006,
25479 author = {Li Chengwei and Wang Shoubin and Xu Aijun and Peng Hui},
25480 title = {Clinical Diagnosis of Cardiac Disease Based on Support Vector Machine},
25481 booktitle = {World Congress on Medical Physics and Biomedical Engineering},
25482 pages = {1273--1276},
25483 year = {2006},
25484 editor = {R. Magjarevic and J. H. Nagel},
25485 volume = {14},
25486 series = {IFMBE Proceedings},
25487 publisher = {Springer Berlin Heidelberg},
25488 }
25489
25490 @Article{Chiu2005,
25491 author = {Chuang-Chien Chiu and Tong-Hong Lin and Ben-Yi Liau},
25492 title = {Using correlation coefficient in {ECG} waveform for arrhythmia detection},
25493 journal = BME,
25494 year = {2005},
25495 volume = {17},
25496 number = {3},
25497 pages = {147--152},
25498 month = {June},
25499 }
25500
25501 @Article{Silipo1998,
25502 author = {Rosaria Silipo and Carlo Marchesi},
25503 title = {Artificial Neural Networks for Automatic {ECG} Analysis},
25504 journal = IEEE_trans_SP,
25505 year = {1998},
25506 volume = {46},
25507 number = {5},
25508 pages = {1417--1425},
25509 month = {May},
25510 }
25511
25512 @Article{Osowski2004,
25513 author = {Stanislaw Osowski and Linh Tran Hoai and Tomasz Markiewicz},
25514 title = {Support Vector Machine-Based Expert System for
25515 Reliable Heartbeat Recognition},
25516 journal = IEEE_trans_biomed,
25517 year = {2004},
25518 volume = {51},
25519 number = {4},
25520 pages = {582--589},
25521 month = {April},
25522 }
25523
25524 @article{PhysioNet,
25525 author = PhysioNetAuthors,
25526 title = "{PhysioBank, PhysioToolkit, and PhysioNet}: Components of a New
25527 Research Resource for Complex Physiologic Signals",
25528 journal = "Circulation",
25529 year = PhysioNetYear,
25530 volume = "101",
25531 number = "23",
25532 pages = "e215--e220",
25533 note = PhysioNetNote,
25534 }
25535
25536 @article{Lin2007,
25537 author = {Lin, Jessica and Keogh, Eamonn and Wei, Li and Lonardi, Stefano},
25538 citeulike-article-id = {2821475},
25539 citeulike-linkout-0 = {http://dblp.uni-trier.de/rec/bibtex/journals/datamine/LinKWL07},
25540 citeulike-linkout-1 = {http://dx.doi.org/10.1007/s10618-007-0064-z},
25541 citeulike-linkout-2 = {http://www.springerlink.com/content/g69808822l82t325},
25542 day = {18},
25543 doi = {10.1007/s10618-007-0064-z},
25544 journal = DMKD,
25545 keywords = {simulation},
25546 month = {October},
25547 number = {2},
25548 pages = {107--144},
25549 posted-at = {2008-05-21 23:56:04},
25550 priority = {2},
25551 title = {Experiencing SAX: a novel symbolic representation of time series},
25552 url = {http://dx.doi.org/10.1007/s10618-007-0064-z},
25553 volume = {15},
25554 year = {2007}
25555 }
25556
25557 @inproceedings{Lin2010,
25558 author = {Lin, Jessica and Li, Yuan},
25559 title = {Finding Structural Similarity in Time Series Data Using Bag-of-Patterns Representation},
25560 booktitle = SSDBM2009,
25561 year = {2009},
25562 isbn = {978-3-642-02278-4},
25563 pages = {461--477},
25564 location = {New Orleans, LA, USA},
25565 doi = {http://dx.doi.org/10.1007/978-3-642-02279-1_33},
25566 publisher = {Springer-Verlag},
25567 address = {Berlin, Heidelberg},
25568 }
25569
25570 @Article{Ham1996,
25571 author = {F. M. Ham and Soowhan Han},
25572 title = {Classification of cardiac arrhythmias using fuzzy ARTMAP},
25573 journal = IEEE_trans_biomed,
25574 year = {1996},
25575 volume = {43},
25576 number = {4},
25577 pages = {425--429},
25578 month = {April},
25579 }
25580 @article{Engin2004,
25581 title = "ECG beat classification using neuro-fuzzy network",
25582 journal = PRL,
25583 volume = "25",
25584 number = "15",
25585 pages = "1715 - 1722",
25586 year = "2004",
25587 issn = "0167-8655",
25588 doi = "DOI: 10.1016/j.patrec.2004.06.014",
25589 url = "http://www.sciencedirect.com/science/article/B6V15-4D0Y5TH-2/2/b83f364f61d79f96abeb1bc1b1898ab9",
25590 author = "Mehmet Engin",
25591 keywords = "ECG beat classification",
25592 keywords = "MIT/BIH database",
25593 keywords = "Neuro-fuzzy networks",
25594 keywords = "Higher-order statistics",
25595 keywords = "Wavelet transform",
25596 keywords = "AR modelling",
25597 keywords = "Pattern recognition"
25598 }
25599
25600 @article{Turaga2010,
25601 author = {S. C. Turaga and J. F. Murray and V. Jain and F. Roth and M. Helmstaedter and K. Briggman and W. Denk and H. S. Seung},
25602 title = {Convolutional networks can learn to generate affinity graphs for image segmentation},
25603 journal = {Neural Computation},
25604 volume = 22,
25605 pages = {511--538},
25606 year = 2010,
25607 }
25608
25609 @article{Hahnloser-2003,
25610 author = {Richard H.R. Hahnloser and H. Sebastian Seung and J.J. Slotine},
25611 title = {Permitted and forbidden sets in symmetric threshold-linear networks},
25612 journal = {Neural Computation},
25613 volume = 15,
25614 pages = {621--638},
25615 year = 2003,
25616 }
25617
25618 @techreport{Jenatton-2009,
25619 title={Structured Variable Selection with Sparsity-Inducing Norms},
25620 author={Jenatton, R. and Audibert, J.-Y. and Bach, F.},
25621 institution={arXiv:0904.3523},
25622 year={2009}
25623 }
25624
25625 @ARTICLE{Erhan2010,
25626 author = {Erhan, Dumitru and Bengio, Yoshua and Courville, Aaron and Manzagol, Pierre-Antoine and Vincent, Pascal and Bengio, Samy},
25627 month = feb,
25628 title = {Why Does Unsupervised Pre-training Help Deep Learning?},
25629 journal = jmlr,
25630 volume = {11},
25631 year = {2010},
25632 pages = {625--660},
25633 abstract = {Much recent research has been devoted to learning algorithms for deep architectures such as Deep Belief Networks and stacks of auto-encoder variants, with impressive results obtained in several areas, mostly on vision and language datasets. The best results obtained on supervised learning tasks involve an unsupervised learning component, usually in an unsupervised pre-training phase. Even though these new algorithms have enabled training deep models, many questions remain as to the nature of this difficult learning problem. The main question investigated here is the following: why does unsupervised pre-training work and why does it work so well? Answering these questions is important if learning in deep architectures is to be further improved. We propose several explanatory hypotheses and test them through extensive simulations. We empirically show the influence of pre-training with respect to architecture depth, model capacity, and number of training examples. The experiments confirm and clarify the advantage of unsupervised pre-training. The results suggest that unsupervised pre-training guides the learning towards basins of attraction of minima that are better in terms of the underlying data distribution; the evidence from these results supports a regularization explanation for the effect of pre-training.}
25634 }
25635
25636 @ARTICLE{Bengio2009FTML,
25637 author = {Bengio, Yoshua},
25638 title = {Learning deep architectures for {AI}},
25639 journal = FTML,
25640 volume = {2},
25641 number = {1},
25642 year = {2009},
25643 pages = {1--127},
25644 note = Bengio2009FTML_note,
25645 abstract = {Theoretical results suggest that in order to learn the kind of
25646 complicated functions that can represent high-level abstractions (e.g. in
25647 vision, language, and other AI-level tasks), one may need {\insist deep
25648 architectures}. Deep architectures are composed of multiple levels of non-linear
25649 operations, such as in neural nets with many hidden layers or in complicated
25650 propositional formulae re-using many sub-formulae. Searching the
25651 parameter space of deep architectures is a difficult task, but
25652 learning algorithms such as those for Deep Belief Networks have recently been proposed
25653 to tackle this problem with notable success, beating the state-of-the-art
25654 in certain areas. This paper discusses the motivations and principles regarding
25655 learning algorithms for deep architectures, in particular those exploiting as
25656 building blocks unsupervised learning of single-layer models such as Restricted {Boltzmann} Machines,
25657 used to construct deeper models such as Deep Belief Networks.}
25658 }
25659
25660 @ARTICLE{Bengio1994ITNN,
25661 author = {Bengio, Yoshua and Simard, Patrice and Frasconi, Paolo},
25662 title = {Learning Long-Term Dependencies with Gradient Descent is Difficult},
25663 journal = IEEE_trans_NN,
25664 volume = {5},
25665 number = {2},
25666 year = {1994},
25667 pages = {157--166},
25668 abstract = {Recurrent neural networks can be used to map input sequences to output sequences, such as for recognition, production or prediction problems. However, practical difficulties have been reported in training recurrent neural networks to perform tasks in which the temporal contingencies present in the input/output sequences span long intervals. We show why gradient based learning algorithms face an increasingly difficult problem as the duration of the dependencies to be captures increases. These results expose a trade-off between efficient learning by gradient descent and latching on information for long periods. Based on an understanding of this problem, alternatives to standard gradient descent are considered.},
25669 optnote={(Special Issue on Recurrent Neural Networks)},topics={LongTerm},cat={J},
25670 }
25671
25672 @article{Kohler1992,
25673 abstract = {The QRS complex is the most striking waveform within the electrocardiogram (ECG). Since it reflects the electrical activity within the heart during the ventricular contraction, the time of its occurrence as well as its shape provide much information about the current state of the heart. Due to its characteristic shape it serves as the basis for the automated determination of the heart rate, as an entry point for classification schemes of the cardiac cycle, and often it is also used in ECG data compression algorithms. In that sense, QRS detection provides the fundamentals for almost all automated ECG analysis algorithms. Software QRS detection has been a research topic for more than 30 years. The evolution of these algorithms clearly reflects the great advances in computer technology. Within the last decade many new approaches to QRS detection have been proposed; for example, algorithms from the field of artificial neural networks genetic algorithms wavelet transforms, filter banks as well as heuristic methods mostly based on nonlinear transforms. The authors provide an overview of these recent developments as well as of formerly proposed algorithms},
25674 author = {Kohler, B. U. and Hennig, C. and Orglmeister, R.},
25675 citeulike-article-id = {546409},
25676 citeulike-linkout-0 = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=993193},
25677 journal = eng_med_bio,
25678 keywords = {detector, ecg\_processing, qrs, qt\_interval, review\_article, rr\_interval},
25679 number = {1},
25680 pages = {42--57},
25681 posted-at = {2007-11-25 20:38:19},
25682 priority = {2},
25683 title = {The principles of software QRS detection},
25684 url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=993193},
25685 volume = {21},
25686 year = {2002}
25687 }
25688
25689 @article{Thomas2006,
25690 author = {Julien Thomas and Cedric Rose and Francois Charpillet},
25691 title = {A Multi-HMM Approach to ECG Segmentation},
25692 journal = ICTAI06,
25693 volume = {0},
25694 issn = {1082-3409},
25695 year = {2006},
25696 pages = {609-616},
25697 doi = {http://doi.ieeecomputersociety.org/10.1109/ICTAI.2006.17},
25698 publisher = {IEEE Computer Society},
25699 address = {Los Alamitos, CA, USA},
25700 }
25701
25702 @inproceedings{Cortes+al-2000,
25703 author = {Juan Carlos P\'{e}rez-Cortes and Rafael Llobet and Joaquim Arlandis},
25704 title = {Fast and Accurate Handwritten Character Recognition Using Approximate Nearest Neighbours Search on Large Databases},
25705 booktitle = {Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition},
25706 year = {2000},
25707 isbn = {3-540-67946-4},
25708 pages = {767--776},
25709 publisher = {Springer-Verlag},
25710 address = {London, UK},
25711 }
25712
25713
25714 @Article{Oliveira+al-2002,
25715 author = "Oliveira, L.S. and Sabourin, R. and Bortolozzi, F. and Suen, C.Y.",
25716 title = "Automatic recognition of handwritten numerical strings: a recognition and verification strategy",
25717 journal = "IEEE Transactions on Pattern Analysis and Machine
25718 Intelligence",
25719 volume = "24",
25720 number = "11",
25721 pages = "1438-1454",
25722 month = nov,
25723 year = "2002",
25724 doi = "10.1109/TPAMI.2002.1046154",
25725 issn = "0162-8828",
25726 }
25727
25728 @inproceedings{SimardSP03,
25729 author = {Patrice Simard and
25730 David Steinkraus and
25731 John C. Platt},
25732 title = {Best Practices for Convolutional Neural Networks Applied
25733 to Visual Document Analysis},
25734 booktitle = {ICDAR},
25735 year = {2003},
25736 pages = {958-962},
25737 ee = {http://csdl.computer.org/comp/proceedings/icdar/2003/1960/02/196020958abs.htm},
25738 crossref = {DBLP:conf/icdar/2003},
25739 bibsource = {DBLP, http://dblp.uni-trier.de}
25740 }
25741
25742 @inproceedings{Milgram+al-2005,
25743 author = {Milgram, J. and Cheriet, M. and Sabourin, R.},
25744 title = {Estimating accurate multi-class probabilities with support vector machines},
25745 booktitle = {Int. Joint Conf. on Neural Networks},
25746 year = {2005},
25747 pages = {906--1911},
25748 location = {Montreal, Canada},
25749 }
25750
25751 @proceedings{DBLP:conf/icdar/2003,
25752 title = {7th International Conference on Document Analysis and Recognition
25753 (ICDAR 2003), 2-Volume Set, 3-6 August 2003, Edinburgh,
25754 Scotland, UK},
25755 booktitle = {ICDAR},
25756 publisher = {IEEE Computer Society},
25757 year = {2003},
25758 isbn = {0-7695-1960-1},
25759 bibsource = {DBLP, http://dblp.uni-trier.de}
25760 }
25761
25762
25763 @article{Granger+al-2007,
25764 author = {Eric Granger and Robert Sabourin and Luiz S. Oliveira and Catolica Parana},
25765 title = {Supervised Learning of Fuzzy ARTMAP Neural Networks Through Particle Swarm Optimization},
25766 journal = {Journal of Pattern Recognition Research},
25767 year = {2007},
25768 volume = "2",
25769 number = "1",
25770 pages = "27-60",
25771 }
25772
25773 @inproceedings{SnowEtAl2008,
25774 author = {Snow, R. and O'Connor, B. and Jurafsky, D. and Ng, A.},
25775 booktitle = {Proc. Empirical Methods in NLP},
25776 pages = {254--263},
25777 title = {Cheap and Fast -- But is it Good? Evaluating Non-Expert Annotations for Natural Language Tasks},
25778 year = {2008}
25779 }
25780
25781 @TECHREPORT{Garris94+al-1994,
25782 author = {Michael D. Garris and James L. Blue and Gerald T. Candela and Gerald T. C and Darrin L. Dimmick and Jon Geist and Patrick J. Grother and Stanley A. Janet and Charles L. Wilson},
25783 title = {NIST Form-Based Handprint Recognition System},
25784 institution = {Technical Report NISTIR 5469 and CD-ROM, National Institute of Standards and Technology},
25785 year = {1994},
25786 doi = {10.1.1.45.1560},
25787 }
25788
25789 @inproceedings{SorokinAndForsyth2008,
25790 author = {Sorokin, A. and Forsyth, D.},
25791 booktitle = {CVPR Workshops},
25792 pages = {1--8},
25793 title = {Utility data annotation with Amazon Mechanical Turk},
25794 year = {2008}
25795 }
25796
25797 @inproceedings{Grother-1995,
25798 AUTHOR = "Grother, P.J.",
25799 TITLE = "Handprinted Forms and Character Database, NIST Special Database 19",
25800 BOOKTITLE = "National Institute of Standards and Technology (NIST) Intelligent Systems Division (NISTIR)",
25801 YEAR = "1995",
25802 BIBSOURCE = "http://www.visionbib.com/bibliography/char1015.html#TT105853"}
25803 }
25804
25805 @inproceedings{ whitehill09,
25806 title = {Whose Vote Should Count More: Optimal Integration of Labels from Labelers of Unknown Expertise},
25807 author = {J. Whitehill and P. Ruvolo and T. Wu and J. Bergsma and J. Movellan},
25808 booktitle = {NIPS 22},
25809 pages = {2035--2043},
25810 year = 2009
25811 }