comparison toolboxes/FullBNT-1.0.7/bnt/inference/online/@smoother_engine/find_mpe.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 mpe = find_mpe(engine, ev)
2 % FIND_MPE Find the most probable explanation (Viterbi)
3 % mpe = enter_evidence(engine, evidence, ...)
4 %
5 % evidence{i,t} = [] if if X(i,t) is hidden, and otherwise contains its observed value (scalar or column vector)
6 %
7
8 mpe = cell(size(ev));
9 engine.tbn_engine = set_fields(engine.tbn_engine, 'maximize', 1);
10
11 T = size(ev, 2);
12 f = cell(1,T);
13 b = cell(1,T); % b{t}.clpot{c}
14 ll = zeros(1,T);
15 [f{1}, ll(1)] = fwd1(engine.tbn_engine, ev(:,1), 1);
16 for t=2:T
17 [f{t}, ll(t)] = fwd(engine.tbn_engine, f{t-1}, ev(:,t), t);
18 end
19
20 if T==1
21 [b{1}, mpe(:,1)] = backT_mpe(engine.tbn_engine, f{1}, ev(:,1), 1);
22 else
23 [b{T}, mpe(:,T)] = backT_mpe(engine.tbn_engine, f{T}, ev(:,T-1:T), T);
24 for t=T-1:-1:2
25 [b{t}, mpe(:,t)] = back_mpe(engine.tbn_engine, b{t+1}, f{t}, ev(:,t-1:t), t);
26 end
27 t = 1;
28 [b{t}, mpe(:,t)] = back1_mpe(engine.tbn_engine, b{t+1}, f{t}, ev(:,1), t);
29 end
30 engine.b = b;
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