Mercurial > hg > camir-aes2014
annotate toolboxes/FullBNT-1.0.7/netlab3.3/mdnpost.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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rev | line source |
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wolffd@0 | 1 function [post, a] = mdnpost(mixparams, t) |
wolffd@0 | 2 %MDNPOST Computes the posterior probability for each MDN mixture component. |
wolffd@0 | 3 % |
wolffd@0 | 4 % Description |
wolffd@0 | 5 % POST = MDNPOST(MIXPARAMS, T) computes the posterior probability |
wolffd@0 | 6 % P(J|T) of each data vector in T under the Gaussian mixture model |
wolffd@0 | 7 % represented by the corresponding entries in MIXPARAMS. Each row of T |
wolffd@0 | 8 % represents a single vector. |
wolffd@0 | 9 % |
wolffd@0 | 10 % [POST, A] = MDNPOST(MIXPARAMS, T) also computes the activations A |
wolffd@0 | 11 % (i.e. the probability P(T|J) of the data conditioned on each |
wolffd@0 | 12 % component density) for a Gaussian mixture model. |
wolffd@0 | 13 % |
wolffd@0 | 14 % See also |
wolffd@0 | 15 % MDNGRAD, MDNPROB |
wolffd@0 | 16 % |
wolffd@0 | 17 |
wolffd@0 | 18 % Copyright (c) Ian T Nabney (1996-2001) |
wolffd@0 | 19 % David J Evans (1998) |
wolffd@0 | 20 |
wolffd@0 | 21 [prob a] = mdnprob(mixparams, t); |
wolffd@0 | 22 |
wolffd@0 | 23 s = sum(prob, 2); |
wolffd@0 | 24 % Set any zeros to one before dividing |
wolffd@0 | 25 s = s + (s==0); |
wolffd@0 | 26 post = prob./(s*ones(1, mixparams.ncentres)); |