1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
|
function CPT = CPD_to_CPT(CPD)
% Compute the big CPT for an HHMM Q node (including F parents)
% by combining internal transprob and startprob
% function CPT = CPD_to_CPT(CPD)
Qsz = CPD.Qsz;
if ~isempty(CPD.Fbelow_ndx)
if ~isempty(CPD.Fself_ndx) % general case
error('not implemented')
else % no F from self, hence no startprob (top level)
nps = length(CPD.dom_sz)-1; % num parents
CPT = 0*myones(CPD.dom_sz);
% when Fself=1, the CPT(i,j) = delta(i,j) for all k
for k=1:prod(CPD.Qpsizes)
Qps_vals = ind2subv(CPD.Qpsizes, k);
ndx = mk_multi_index(nps+1, [CPD.Fbelow_ndx CPD.Qps_ndx], [1 Qps_vals]);
CPT(ndx{:}) = eye(Qsz); % CPT(:,2,k,:) or CPT(:,k,2,:) etc
end
ndx = mk_multi_index(nps+1, CPD.Fbelow_ndx, 2);
CPT(ndx{:}) = CPD.transprob; % we assume transprob is in topo order
end
else % no F signal from below
if ~isempty(CPD.Fself_ndx) % bottom level
nps = length(CPD.dom_sz)-1; % num parents
CPT = 0*myones(CPD.dom_sz);
ndx = mk_multi_index(nps+1, CPD.Fself_ndx, 1);
CPT(ndx{:}) = CPD.transprob;
ndx = mk_multi_index(nps+1, CPD.Fself_ndx, 2);
CPT(ndx{:}) = CPD.startprob;
else % no F from self
error('An hhmmQ node without any F parents is just a tabular_CPD')
end
end
|