diff toolboxes/FullBNT-1.0.7/bnt/inference/dynamic/@jtree_unrolled_dbn_inf_engine/jtree_unrolled_dbn_inf_engine.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/inference/dynamic/@jtree_unrolled_dbn_inf_engine/jtree_unrolled_dbn_inf_engine.m	Tue Feb 10 15:05:51 2015 +0000
@@ -0,0 +1,57 @@
+function engine = jtree_unrolled_dbn_inf_engine(bnet, T, varargin)
+% JTREE_UNROLLED_DBN_INF_ENGINE Unroll the DBN for T time-slices and apply jtree to the resulting static net
+% engine = jtree_unrolled_dbn_inf_engine(bnet, T, ...)
+%
+% The following optional arguments can be specified in the form of name/value pairs:
+% [default value in brackets]
+%
+% useC      - 1 means use jtree_C_inf_engine instead of jtree_inf_engine [0]
+% constrained - 1 means we constrain ourselves to eliminate slice t before t+1 [1]
+%
+% e.g., engine = jtree_unrolled_inf_engine(bnet, 'useC', 1);
+
+% set default params
+N = length(bnet.intra);
+useC = 0;
+constrained = 1;
+
+if nargin >= 3
+  args = varargin;
+  nargs = length(args);
+  if isstr(args{1})
+    for i=1:2:nargs
+      switch args{i},
+       case 'useC',   useC = args{i+1};
+       case 'constrained',  constrained = args{i+1};
+       otherwise,  
+	error(['invalid argument name ' args{i}]);       
+      end
+    end
+  else
+    error(['invalid argument name ' args{1}]);       
+  end
+end
+
+bnet2 = dbn_to_bnet(bnet, T);
+ss = length(bnet.intra);
+engine.ss = ss;
+
+% If constrained_order = 1 we constrain ourselves to eliminate slice t before t+1.
+% This prevents cliques containing nodes from far-apart time-slices.
+if constrained
+  stages = num2cell(unroll_set(1:ss, ss, T), 1);
+else
+  stages = { 1:length(bnet2.dag) };
+end
+if useC
+  jengine = jtree_C_inf_engine(bnet2, 'stages', stages);
+else
+  jengine = jtree_inf_engine(bnet2, 'stages', stages);
+end
+
+engine.unrolled_engine = jengine;
+% we don't inherit from jtree_inf_engine, because that would only store bnet2,
+% and we would lose access to the DBN-specific fields like intra/inter
+
+engine.nslices = T;
+engine = class(engine, 'jtree_unrolled_dbn_inf_engine', inf_engine(bnet));