function [post, a] = mdnpost(mixparams, t) %MDNPOST Computes the posterior probability for each MDN mixture component. % % Description % POST = MDNPOST(MIXPARAMS, T) computes the posterior probability % P(J|T) of each data vector in T under the Gaussian mixture model % represented by the corresponding entries in MIXPARAMS. Each row of T % represents a single vector. % % [POST, A] = MDNPOST(MIXPARAMS, T) also computes the activations A % (i.e. the probability P(T|J) of the data conditioned on each % component density) for a Gaussian mixture model. % % See also % MDNGRAD, MDNPROB % % Copyright (c) Ian T Nabney (1996-2001) % David J Evans (1998) [prob a] = mdnprob(mixparams, t); s = sum(prob, 2); % Set any zeros to one before dividing s = s + (s==0); post = prob./(s*ones(1, mixparams.ncentres));