Mercurial > hg > camir-aes2014
comparison toolboxes/FullBNT-1.0.7/bnt/inference/dynamic/@ff_inf_engine/marginal_family.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 = marginal_family(engine, i, t) | |
2 % MARGINAL_FAMILY Compute the marginal on the specified family (ff) | |
3 % marginal = marginal_family(engine, i, t) | |
4 | |
5 | |
6 if engine.filter | |
7 error('can''t currently use marginal_family when filtering with ff'); | |
8 end | |
9 | |
10 if nargin < 3, t = 1; end | |
11 | |
12 % The method is similar to the following HMM equation: | |
13 % xi(i,j,t) = normalise( alpha(i,t) * transmat(i,j) * obsmat(j,t+1) * beta(j,t+1) ) | |
14 % where xi(i,j,t) = Pr(Q(t)=i, Q(t+1)=j | y(1:T)) | |
15 | |
16 bnet = bnet_from_engine(engine); | |
17 ss = length(bnet.intra); | |
18 | |
19 if myismember(i, engine.onodes) | |
20 ps = parents(bnet.dag, i); | |
21 p = ps(1); | |
22 marginal = pot_to_marginal(engine.marginals{ps(1),t}); | |
23 fam = ([ps i]) + (t-1)*ss; | |
24 elseif t==1 | |
25 marginal = pot_to_marginal(engine.marginals{i,t}); | |
26 fam = i + (t-1)*ss; | |
27 else | |
28 pot = engine.CPDpot{i,t}; | |
29 c = engine.obschild(i); | |
30 if c>0 | |
31 pot = multiply_by_pot(pot, engine.CPDpot{c,t}); | |
32 end | |
33 pot = multiply_by_pot(pot, engine.back{i,t}); | |
34 ps = parents(bnet.dag, i+ss); | |
35 for p=ps(:)' | |
36 pot = multiply_by_pot(pot, engine.fwd{p,t-1}); | |
37 end | |
38 marginal = pot_to_marginal(normalize_pot(pot)); | |
39 fam = ([ps i+ss]) + (t-2)*ss; | |
40 end | |
41 | |
42 % we convert the domain to the unrolled numbering system | |
43 % so that update_ess extracts the right evidence. | |
44 marginal.domain = fam; |