comparison toolboxes/FullBNT-1.0.7/bnt/inference/static/@belprop_inf_engine/private/tree_protocol.m @ 0:e9a9cd732c1e tip

first hg version after svn
author wolffd
date Tue, 10 Feb 2015 15:05:51 +0000
parents
children
comparison
equal deleted inserted replaced
-1:000000000000 0:e9a9cd732c1e
1 function bel = tree_protocol(engine, evidence, pot_type, local_kernel, msg)
2
3 bnet = bnet_from_engine(engine);
4 ns = bnet.node_sizes;
5 onodes = find(~isemptycell(evidence));
6
7 ndoms = length(engine.gdl.doms);
8 prod_of_msg = cell(1, ndoms);
9 bel = cell(1, ndoms);
10
11 % collect to root (node to parents)
12 for n=engine.postorder
13 % absorb msgs from children
14 prod_of_msg{n} = mk_initial_pot(pot_type, engine.gdl.doms{n}, ns, bnet.cnodes, onodes);
15 for c=children(engine.tree, n)
16 prod_of_msg{n} = multiply_by_pot(prod_of_msg{n}, msg{c,n});
17 end
18 % send msg to parents
19 for p=parents(engine.tree, n)
20 if iter==1
21 temp = prod_of_msg{n};
22 else
23 temp = divide_by_pot(prod_of_msg{n}, old_msg{p,n});
24 end
25 temp = multiply_by_pot(temp, local_kernel{n});
26 temp2 = marginalize_pot(temp, engine.gdl.sepset{n,p}, engine.maximize);
27 %fprintf('%d sends %d\n', n, p);
28 msg{n,p} = normalize_pot(temp2);
29 end
30 end
31
32 % distribute from root (node to children)
33 for n=engine.preorder
34 % absorb from parents
35 %prod_of_msg{n} = mk_initial_pot(pot_type, doms{n}, ns, cnodes, onodes);
36 for p=parents(engine.tree, n)
37 prod_of_msg{n} = multiply_by_pot(prod_of_msg{n}, msg{p,n});
38 end
39 bel{n} = normalize_pot(multiply_pots(prod_of_msg{n}, local_kernel{n}));
40 % send msg to children
41 for c=children(engine.tree, n)
42 temp = divide_by_pot(prod_of_msg{n}, msg{c,n});
43 temp = multiply_by_pot(temp, local_kernel{n});
44 temp2 = marginalize_pot(temp, engine.gdl.sepset{n,c}, engine.maximize);
45 %fprintf('%d sends %d\n', n, c);
46 msg{n,c} = normalize_pot(temp2);
47 end
48 end