Mercurial > hg > camir-aes2014
comparison 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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children |
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-1:000000000000 | 0:e9a9cd732c1e |
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1 function y = sample_node(CPD, pev, nsamples) | |
2 % SAMPLE_NODE Draw a random sample from P(Xi | x(pi_i), theta_i) (tabular) | |
3 % Y = SAMPLE_NODE(CPD, PEV, NSAMPLES) | |
4 % | |
5 % pev(i,m) is the value of the i'th parent in sample m (if there are any parents). | |
6 % y(m) is the m'th sampled value (a row vector). | |
7 % (If pev is a cell array, so is y.) | |
8 % nsamples defaults to 1. | |
9 | |
10 if nargin < 3, nsamples = 1; end | |
11 | |
12 %if nargin < 4, usecell = 0; end | |
13 if iscell(pev), usecell = 1; else usecell = 0; end | |
14 | |
15 if nsamples == 1, pev = pev(:); end | |
16 | |
17 sz = CPD.sizes; | |
18 nparents = length(sz)-1; | |
19 if nparents==0 | |
20 y = sample_discrete(CPD.CPT, 1, nsamples); | |
21 if usecell | |
22 y = num2cell(y); | |
23 end | |
24 return; | |
25 end | |
26 | |
27 sz = CPD.sizes; | |
28 [nparents nsamples] = size(pev); | |
29 | |
30 if usecell | |
31 pvals = cell2num(pev)'; % each row is a case | |
32 else | |
33 pvals = pev'; | |
34 end | |
35 | |
36 psz = sz(1:end-1); | |
37 ssz = sz(end); | |
38 ndx = subv2ind(psz, pvals); | |
39 T = reshape(CPD.CPT, [prod(psz) ssz]); | |
40 T2 = T(ndx,:); % each row is a distribution selected by the parents | |
41 C = cumsum(T2, 2); % sum across columns | |
42 R = rand(nsamples, 1); | |
43 y = ones(nsamples, 1); | |
44 for i=1:ssz-1 | |
45 y = y + (R > C(:,i)); | |
46 end | |
47 y = y(:)'; | |
48 if usecell | |
49 y = num2cell(y); | |
50 end | |
51 | |
52 | |
53 |