view toolboxes/FullBNT-1.0.7/HMM/dhmm_logprob.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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function [loglik, errors] = dhmm_logprob(data, prior, transmat, obsmat)
% LOG_LIK_DHMM Compute the log-likelihood of a dataset using a discrete HMM
% [loglik, errors] = log_lik_dhmm(data, prior, transmat, obsmat)
%
% data{m} or data(m,:) is the m'th sequence
% errors  is a list of the cases which received a loglik of -infinity

if ~iscell(data)
  data = num2cell(data, 2);
end
ncases = length(data);

loglik = 0;
errors = [];
for m=1:ncases
  obslik = multinomial_prob(data{m}, obsmat);
  [alpha, beta, gamma, ll] = fwdback(prior, transmat, obslik, 'fwd_only', 1);
  if ll==-inf
    errors = [errors m];
  end
  loglik = loglik + ll;
end