diff options
Diffstat (limited to 'sourcecodes/bnt-master/BNT/CPDs/@hhmmQ_CPD/update_CPT.m')
| -rw-r--r-- | sourcecodes/bnt-master/BNT/CPDs/@hhmmQ_CPD/update_CPT.m | 70 |
1 files changed, 70 insertions, 0 deletions
diff --git a/sourcecodes/bnt-master/BNT/CPDs/@hhmmQ_CPD/update_CPT.m b/sourcecodes/bnt-master/BNT/CPDs/@hhmmQ_CPD/update_CPT.m new file mode 100644 index 00000000..9ed1a352 --- /dev/null +++ b/sourcecodes/bnt-master/BNT/CPDs/@hhmmQ_CPD/update_CPT.m @@ -0,0 +1,70 @@ +function CPD = update_CPT(CPD) +% Compute the big CPT for an HHMM Q node (including F parents) given internal transprob and startprob +% function CPD = update_CPT(CPD) + +Qsz = CPD.Qsz; +Qpsz = CPD.Qpsz; + +if ~isempty(CPD.Fbelow_ndx) + if ~isempty(CPD.Fself_ndx) % general case + % Fb(t-1) Fself(t-1) P(Q(t)=j| Q(t-1)=i, Qps(t)=k) + % ------------------------------------------------------ + % 1 1 delta(i,j) + % 2 1 transprob(i,k,j) + % 1 2 impossible + % 2 2 startprob(k,j) + CPT = zeros(Qsz, 2, 2, Qpsz, Qsz); + I = repmat(eye(Qsz), [1 1 Qpsz]); % i,j,k + I = permute(I, [1 3 2]); % i,k,j + CPT(:, 1, 1, :, :) = I; + CPT(:, 2, 1, :, :) = CPD.transprob; + CPT(:, 1, 2, :, :) = I; + CPT(:, 2, 2, :, :) = repmat(reshape(CPD.startprob, [1 Qpsz Qsz]), ... + [Qsz 1 1]); % replicate over i + else % no F from self, hence no startprob + % Fb(t-1) P(Q(t)=j| Q(t-1)=i, Qps(t)=k) + % ------------------------------------------------------ + % 1 delta(i,j) + % 2 transprob(i,k,j) + + nps = length(CPD.dom_sz)-1; % num parents + CPT = 0*myones(CPD.dom_sz); + %CPT = zeros(Qsz, 2, Qpsz, Qsz); % assumes CPT(Q(t-1), F(t-1), Qps, Q(t)) + % but a member of Qps may preceed Q(t-1) or F(t-1) in the ordering + + for k=1:CPD.Qpsz + 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) + % Q(t-1), Fself(t-1), Qps, Q(t) + + % Fself(t-1) P(Q(t-1)=i, Qps(t)=k -> Q(t)=j) + % ------------------------------------------------------ + % 1 transprob(i,k,j) + % 2 startprob(k,j) + + 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; + if CPD.fullstartprob + ndx = mk_multi_index(nps+1, CPD.Fself_ndx, 2); + CPT(ndx{:}) = CPD.startprob; + else + for i=1:CPD.Qsz + ndx = mk_multi_index(nps+1, [CPD.Fself_ndx CPD.old_self_ndx], [2 i]); + CPT(ndx{:}) = CPD.startprob; + end + end + else % no F from self + error('An hhmmQ node without any F parents is just a tabular_CPD') + end +end + +CPD = set_fields(CPD, 'CPT', CPT); |
