diff toolboxes/FullBNT-1.0.7/bnt/examples/static/Models/mk_qmr_bnet.m @ 0:e9a9cd732c1e tip

first hg version after svn
author wolffd
date Tue, 10 Feb 2015 15:05:51 +0000
parents
children
line wrap: on
line diff
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/toolboxes/FullBNT-1.0.7/bnt/examples/static/Models/mk_qmr_bnet.m	Tue Feb 10 15:05:51 2015 +0000
@@ -0,0 +1,41 @@
+function bnet = mk_qmr_bnet(G, inhibit, leak, prior, tabular_findings, onodes)
+% MK_QMR_BNET Make a QMR model
+% bnet = mk_qmr_bnet(G, inhibit, leak, prior)
+%
+% G(i,j) = 1 iff there is an arc from disease i to finding j
+% inhibit(i,j) = inhibition probability on i->j arc
+% leak(j) = inhibition prob. on leak->j arc
+% prior(i) = prob. disease i is on
+% tabular_findings = 1 means multinomial leaves (ignores leak/inhibit params)
+%   = 0 means noisy-OR leaves (default = 0)
+
+if nargin < 5, tabular_findings = 0; end
+
+[Ndiseases Nfindings] = size(inhibit);
+N = Ndiseases + Nfindings;
+finding_node = Ndiseases+1:N;
+ns = 2*ones(1,N);
+dag = zeros(N,N);
+dag(1:Ndiseases, finding_node) = G;
+if nargin < 6, onodes = finding_node; end
+bnet = mk_bnet(dag, ns, 'observed', onodes);
+
+for d=1:Ndiseases
+  CPT = [1-prior(d) prior(d)];
+  bnet.CPD{d} = tabular_CPD(bnet, d, CPT');
+end
+
+for i=1:Nfindings
+  fnode = finding_node(i);
+  ps = parents(G, i);
+  if tabular_findings
+    bnet.CPD{fnode} = tabular_CPD(bnet, fnode); 
+  else
+    bnet.CPD{fnode} = noisyor_CPD(bnet, fnode, leak(i), inhibit(ps, i));
+  end
+end
+
+
+
+
+