Mercurial > hg > camir-aes2014
comparison toolboxes/FullBNT-1.0.7/bnt/CPDs/@softmax_CPD/convert_to_pot.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 pot = convert_to_pot(CPD, pot_type, domain, evidence) | |
2 % CONVERT_TO_POT Convert a softmax CPD to a potential | |
3 % pots = convert_to_pot(CPD, pot_type, domain, evidence) | |
4 % | |
5 % pots = CPD evaluated using evidence(domain) | |
6 | |
7 ncases = size(domain,2); | |
8 assert(ncases==1); % not yet vectorized | |
9 | |
10 sz = dom_sizes(CPD); | |
11 ns = zeros(1, max(domain)); | |
12 ns(domain) = sz; | |
13 | |
14 odom = domain(~isemptycell(evidence(domain))); | |
15 T = convert_to_table(CPD, domain, evidence); | |
16 | |
17 switch pot_type | |
18 case 'u', | |
19 pot = upot(domain, sz, T, 0*myones(sz)); | |
20 case 'd', | |
21 ns(odom) = 1; | |
22 pot = dpot(domain, ns(domain), T); | |
23 | |
24 case {'c','g'}, | |
25 % Since we want the output to be a Gaussian, the whole family must be observed. | |
26 % In other words, the potential is really just a constant. | |
27 p = T; | |
28 %p = prob_node(CPD, evidence(domain(end)), evidence(domain(1:end-1))); | |
29 ns(domain) = 0; | |
30 pot = cpot(domain, ns(domain), log(p)); | |
31 | |
32 case 'cg', | |
33 T = T(:); | |
34 ns(odom) = 1; | |
35 can = cell(1, length(T)); | |
36 for i=1:length(T) | |
37 can{i} = cpot([], [], log(T(i))); | |
38 end | |
39 ps = domain(1:end-1); | |
40 dps = ps(CPD.dpndx); | |
41 cps = ps(CPD.cpndx); | |
42 ddom = [dps CPD.self]; | |
43 cdom = cps; | |
44 pot = cgpot(ddom, cdom, ns, can); | |
45 | |
46 case 'scg' | |
47 T = T(:); | |
48 ns(odom) = 1; | |
49 pot_array = cell(1, length(T)); | |
50 for i=1:length(T) | |
51 pot_array{i} = scgcpot([], [], T(i)); | |
52 end | |
53 pot = scgpot(domain, [], [], ns, pot_array); | |
54 | |
55 otherwise, | |
56 error(['unrecognized pot type ' pot_type]) | |
57 end | |
58 |