Mercurial > hg > camir-aes2014
view toolboxes/FullBNT-1.0.7/bnt/CPDs/@tabular_CPD/Old/sample_node.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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function y = sample_node(CPD, pev, nsamples) % SAMPLE_NODE Draw a random sample from P(Xi | x(pi_i), theta_i) (tabular) % Y = SAMPLE_NODE(CPD, PEV, NSAMPLES) % % pev(i,m) is the value of the i'th parent in sample m (if there are any parents). % y(m) is the m'th sampled value (a row vector). % (If pev is a cell array, so is y.) % nsamples defaults to 1. if nargin < 3, nsamples = 1; end %if nargin < 4, usecell = 0; end if iscell(pev), usecell = 1; else usecell = 0; end if nsamples == 1, pev = pev(:); end sz = CPD.sizes; nparents = length(sz)-1; if nparents==0 y = sample_discrete(CPD.CPT, 1, nsamples); if usecell y = num2cell(y); end return; end sz = CPD.sizes; [nparents nsamples] = size(pev); if usecell pvals = cell2num(pev)'; % each row is a case else pvals = pev'; end psz = sz(1:end-1); ssz = sz(end); ndx = subv2ind(psz, pvals); T = reshape(CPD.CPT, [prod(psz) ssz]); T2 = T(ndx,:); % each row is a distribution selected by the parents C = cumsum(T2, 2); % sum across columns R = rand(nsamples, 1); y = ones(nsamples, 1); for i=1:ssz-1 y = y + (R > C(:,i)); end y = y(:)'; if usecell y = num2cell(y); end