comparison toolboxes/FullBNT-1.0.7/bnt/inference/dynamic/@bk_inf_engine/dbn_update_bel.m @ 0:e9a9cd732c1e tip

first hg version after svn
author wolffd
date Tue, 10 Feb 2015 15:05:51 +0000
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comparison
equal deleted inserted replaced
-1:000000000000 0:e9a9cd732c1e
1 function [engine, loglik] = dbn_update_bel(engine, evidence)
2 % DBN_UPDATE_BEL Update the belief state (bk)
3 % [engine, loglik] = dbn_update_bel(engine, evidence)
4 %
5 % evidence{i,1} contains the evidence on node i in slice t-1
6 % evidence{i,2} contains the evidence on node i in slice t
7
8 oldbel = engine.bel;
9
10 ss = size(evidence, 1);
11 bnet = bnet_from_engine(engine);
12 CPDpot = cell(1, ss);
13 for n=1:ss
14 fam = family(bnet.dag, n, 2);
15 e = bnet.equiv_class(n, 2);
16 CPDpot{n} = convert_to_pot(bnet.CPD{e}, engine.pot_type, fam(:), evidence);
17 end
18
19 observed = ~isemptycell(evidence);
20 onodes2 = find(observed(:));
21 clqs = [engine.clq_ass_to_cluster(:,1); engine.clq_ass_to_node(:,2)];
22 pots = [oldbel(:); CPDpot(:)];
23
24 [clpot, loglik] = enter_soft_evidence(engine.sub_engine, clqs, pots, onodes2(:), engine.pot_type);
25
26 C = length(engine.clusters);
27 newbel = cell(1,C);
28 for c=1:C
29 k = engine.clq_ass_to_cluster(c,2);
30 cl = engine.clusters{c};
31 newbel{c} = marginalize_pot(clpot{k}, cl+ss); % extract slice 2 posterior
32 newbel{c} = set_domain_pot(newbel{c}, cl); % shift back to slice 1 for re-use as prior
33 end
34
35 engine.bel = newbel;
36 engine.bel_clpot = clpot;
37 engine.slice1 = 0;