annotate 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
parents
children
rev   line source
Daniel@0 1 function p = eval_pdf_clg(X,Y,mu,Sigma,W)
Daniel@0 2 % function p = eval_pdf_clg(X,Y,mu,Sigma,W)
Daniel@0 3 %
Daniel@0 4 % p(c,t) = N(Y(:,t); mu(:,c) + W(:,:,c)*X(:,t), Sigma(:,:,c))
Daniel@0 5
Daniel@0 6 [d T] = size(Y);
Daniel@0 7 [d nc] = size(mu);
Daniel@0 8 p = zeros(nc,T);
Daniel@0 9 for c=1:nc
Daniel@0 10 denom = (2*pi)^(d/2)*sqrt(abs(det(Sigma(:,:,c))));
Daniel@0 11 M = repmat(mu(:,c), 1, T) + W(:,:,c)*X;
Daniel@0 12 mahal = sum(((Y-M)'*inv(Sigma(:,:,c))).*(Y-M)',2);
Daniel@0 13 p(c,:) = (exp(-0.5*mahal) / denom)';
Daniel@0 14 end