Mercurial > hg > camir-aes2014
comparison toolboxes/FullBNT-1.0.7/bnt/inference/static/@enumerative_inf_engine/marginal_nodes.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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-1:000000000000 | 0:e9a9cd732c1e |
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1 function [marginal, loglik] = marginal_nodes(engine, query) | |
2 % MARGINAL_NODES Compute the marginal on the specified query nodes (enumerative_inf) | |
3 % [marginal, loglik] = marginal_nodes(engine, query) | |
4 | |
5 | |
6 if isempty(query) & nargout < 2 | |
7 marginal.T = 1; | |
8 marginal.domain = []; | |
9 return; | |
10 end | |
11 | |
12 evidence = engine.evidence; | |
13 bnet = bnet_from_engine(engine); | |
14 assert(isempty(bnet.cnodes)); | |
15 n = length(bnet.dag); | |
16 observed = ~isemptycell(evidence); | |
17 vals = cat(1,evidence{observed}); | |
18 vals = vals(:)'; | |
19 ns = bnet.node_sizes; | |
20 | |
21 sz = ns(query); | |
22 T = 0*myones(sz); | |
23 p = 0; | |
24 for i=1:prod(ns) | |
25 inst = ind2subv(ns, i); % i'th instantiation | |
26 if isempty(vals) | inst(observed) == vals % agrees with evidence | |
27 prob = exp(log_lik_complete(bnet, num2cell(inst(:)))); | |
28 p = p + prob; | |
29 v = inst(query); | |
30 j = subv2ind(sz, v); | |
31 T(j) = T(j) + prob; | |
32 end | |
33 end | |
34 | |
35 [T, lik] = normalise(T); | |
36 lik = p; | |
37 loglik = log(lik); | |
38 | |
39 Tsmall = shrink_obs_dims_in_table(T, query, evidence); | |
40 marginal.domain = query; | |
41 marginal.T = Tsmall; |