Mercurial > hg > camir-aes2014
diff 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/toolboxes/FullBNT-1.0.7/KPMtools/cross_entropy.m Tue Feb 10 15:05:51 2015 +0000 @@ -0,0 +1,15 @@ +function kl = cross_entropy(p, q, symmetric) +% CROSS_ENTROPY Compute the Kullback-Leibler divergence between two discrete prob. distributions +% kl = cross_entropy(p, q, symmetric) +% +% If symmetric = 1, we compute the symmetric version. Default: symmetric = 0; + +tiny = exp(-700); +if nargin < 3, symmetric = 0; end +p = p(:); +q = q(:); +if symmetric + kl = (sum(p .* log((p+tiny)./(q+tiny))) + sum(q .* log((q+tiny)./(p+tiny))))/2; +else + kl = sum(p .* log((p+tiny)./(q+tiny))); +end