Mercurial > hg > camir-aes2014
diff toolboxes/FullBNT-1.0.7/bnt/examples/static/SCG/scg3.m @ 0:e9a9cd732c1e tip
first hg version after svn
author | wolffd |
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date | Tue, 10 Feb 2015 15:05:51 +0000 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/toolboxes/FullBNT-1.0.7/bnt/examples/static/SCG/scg3.m Tue Feb 10 15:05:51 2015 +0000 @@ -0,0 +1,42 @@ +% Compare various inference engines on the following network (from Jensen (1996) p84 fig 4.17) +% 1 +% / | \ +% 2 3 4 +% | | | +% 5 6 7 +% \/ \/ +% 8 9 +% where all arcs point downwards + +N = 9; +dag = zeros(N,N); +dag(1,2)=1; dag(1,3)=1; dag(1,4)=1; +dag(2,5)=1; dag(3,6)=1; dag(4,7)=1; +dag(5,8)=1; dag(6,8)=1; dag(6,9)=1; dag(7,9) = 1; + +gauss = 1; +if gauss + ns = ones(1,N); % scalar nodes + ns(1) = 2; + ns(9) = 3; + dnodes = []; +else + ns = 2*ones(1,N); % binary nodes + dnodes = 1:N; +end + +bnet = mk_bnet(dag, ns, 'discrete', dnodes); +% use random params +for i=1:N + if gauss + bnet.CPD{i} = gaussian_CPD(bnet, i); + else + bnet.CPD{i} = tabular_CPD(bnet, i); + end +end + +engines = {}; +engines{1} = jtree_inf_engine(bnet); +engines{2} = stab_cond_gauss_inf_engine(bnet); + +[err, time] = cmp_inference_static(bnet, engines);