Mercurial > hg > camir-aes2014
diff toolboxes/FullBNT-1.0.7/KPMstats/student_t_logprob.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/KPMstats/student_t_logprob.m Tue Feb 10 15:05:51 2015 +0000 @@ -0,0 +1,13 @@ +function L = log_student_pdf(X, mu, lambda, alpha) +% LOG_STUDENT_PDF Evaluate the log of the multivariate student-t distribution at a point +% L = log_student_pdf(X, mu, lambda, alpha) +% +% Each column of X is evaluated. +% See Bernardo and Smith p435. + +k = length(mu); +assert(size(X,1) == k); +[k N] = size(X); +logc = gammaln(0.5*(alpha+k)) - gammaln(0.5*alpha) - (k/2)*log(alpha*pi) + 0.5*log(det(lambda)); +middle = (1 + (1/alpha)*(X-mu)'*lambda*(X-mu)); % scalar version +L = logc - ((alpha+k)/2)*log(middle);