comparison cost.py @ 413:f63dfb0ac7dc

Added cost functions
author Joseph Turian <turian@iro.umontreal.ca>
date Fri, 11 Jul 2008 15:26:41 -0400
parents
children 319bf28c2dd5
comparison
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412:35b858a1d4fd 413:f63dfb0ac7dc
1 """
2 Cost functions.
3 """
4
5 def quadratic(target, output, axis=1):
6 return T.mean(T.sqr(target - output), axis)
7
8 def cross_entropy(target, output, axis=1):
9 return -T.mean(target * T.log2(output) + (1 - target) * T.log2(1 - output), axis=axis)