Mercurial > hg > camir-aes2014
comparison toolboxes/FullBNT-1.0.7/KPMtools/cross_entropy.m @ 0:e9a9cd732c1e tip
first hg version after svn
author | wolffd |
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date | Tue, 10 Feb 2015 15:05:51 +0000 |
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comparison
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-1:000000000000 | 0:e9a9cd732c1e |
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1 function kl = cross_entropy(p, q, symmetric) | |
2 % CROSS_ENTROPY Compute the Kullback-Leibler divergence between two discrete prob. distributions | |
3 % kl = cross_entropy(p, q, symmetric) | |
4 % | |
5 % If symmetric = 1, we compute the symmetric version. Default: symmetric = 0; | |
6 | |
7 tiny = exp(-700); | |
8 if nargin < 3, symmetric = 0; end | |
9 p = p(:); | |
10 q = q(:); | |
11 if symmetric | |
12 kl = (sum(p .* log((p+tiny)./(q+tiny))) + sum(q .* log((q+tiny)./(p+tiny))))/2; | |
13 else | |
14 kl = sum(p .* log((p+tiny)./(q+tiny))); | |
15 end |