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Diffstat (limited to 'sourcecodes/bnt-master/BNT/examples/static/StructLearn/k2demo1.m')
| -rw-r--r-- | sourcecodes/bnt-master/BNT/examples/static/StructLearn/k2demo1.m | 45 |
1 files changed, 45 insertions, 0 deletions
diff --git a/sourcecodes/bnt-master/BNT/examples/static/StructLearn/k2demo1.m b/sourcecodes/bnt-master/BNT/examples/static/StructLearn/k2demo1.m new file mode 100644 index 00000000..a6288286 --- /dev/null +++ b/sourcecodes/bnt-master/BNT/examples/static/StructLearn/k2demo1.m @@ -0,0 +1,45 @@ +N = 4; +dag = zeros(N,N); +%C = 1; S = 2; R = 3; W = 4; +C = 4; S = 2; R = 3; W = 1; % arbitrary order +dag(C,[R S]) = 1; +dag(R,W) = 1; +dag(S,W)=1; + +false = 1; true = 2; +ns = 2*ones(1,N); % binary nodes + +bnet = mk_bnet(dag, ns); +bnet.CPD{C} = tabular_CPD(bnet, C, [0.5 0.5]); +bnet.CPD{R} = tabular_CPD(bnet, R, [0.8 0.2 0.2 0.8]); +bnet.CPD{S} = tabular_CPD(bnet, S, [0.5 0.9 0.5 0.1]); +bnet.CPD{W} = tabular_CPD(bnet, W, [1 0.1 0.1 0.01 0 0.9 0.9 0.99]); + +seed = 0; +rand('state', seed); +randn('state', seed); +ncases = 100; +data = zeros(N, ncases); +for m=1:ncases + data(:,m) = cell2num(sample_bnet(bnet)); +end + +order = [C S R W]; +max_fan_in = 2; + +%dag2 = learn_struct_K2(data, ns, order, 'max_fan_in', max_fan_in, 'verbose', 'yes'); + +sz = 5:5:50; +for i=1:length(sz) + dag2 = learn_struct_K2(data(:,1:sz(i)), ns, order, 'max_fan_in', max_fan_in); + correct(i) = isequal(dag, dag2); +end +correct + +for i=1:length(sz) + dag3 = learn_struct_K2(data(:,1:sz(i)), ns, order, 'max_fan_in', max_fan_in, 'scoring_fn', 'bic', 'params', []); + correct(i) = isequal(dag, dag3); +end +correct + + |
