diff toolboxes/FullBNT-1.0.7/KPMstats/clg_prob.m @ 0:cc4b1211e677 tip

initial commit to HG from Changeset: 646 (e263d8a21543) added further path and more save "camirversion.m"
author Daniel Wolff
date Fri, 19 Aug 2016 13:07:06 +0200
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/toolboxes/FullBNT-1.0.7/KPMstats/clg_prob.m	Fri Aug 19 13:07:06 2016 +0200
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+function p = eval_pdf_clg(X,Y,mu,Sigma,W)
+% function p = eval_pdf_clg(X,Y,mu,Sigma,W)
+%
+% p(c,t) = N(Y(:,t); mu(:,c) + W(:,:,c)*X(:,t), Sigma(:,:,c))
+
+[d T] = size(Y);
+[d nc] = size(mu);
+p = zeros(nc,T);
+for c=1:nc
+  denom = (2*pi)^(d/2)*sqrt(abs(det(Sigma(:,:,c))));
+  M = repmat(mu(:,c), 1, T) + W(:,:,c)*X;
+  mahal = sum(((Y-M)'*inv(Sigma(:,:,c))).*(Y-M)',2); 
+  p(c,:) = (exp(-0.5*mahal) / denom)';
+end