annotate toolboxes/FullBNT-1.0.7/bnt/examples/static/dtree/test_zoo1.m @ 0:cc4b1211e677 tip

initial commit to HG from Changeset: 646 (e263d8a21543) added further path and more save "camirversion.m"
author Daniel Wolff
date Fri, 19 Aug 2016 13:07:06 +0200
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Daniel@0 1 % Here the training data is adapted from UCI ML repository, 'zoo' data
Daniel@0 2
Daniel@0 3 dtreeCPD=tree_CPD;
Daniel@0 4
Daniel@0 5 % load data
Daniel@0 6 fname = fullfile(BNT_HOME, 'examples', 'static', 'uci_data', 'zoo', 'zoo1.data')
Daniel@0 7 data=load(fname);
Daniel@0 8 data=data';
Daniel@0 9
Daniel@0 10 data=transform_data_into_bnt_format(data, []);
Daniel@0 11
Daniel@0 12 % learn decision tree from data
Daniel@0 13 ns=2*ones(1,17);
Daniel@0 14 ns(13)=6;
Daniel@0 15 ns(17)=7;
Daniel@0 16 dtreeCPD1=learn_params(dtreeCPD,1:17,data,ns,[],'stop_cases',5); % a node with less than 5 cases will not be splitted
Daniel@0 17
Daniel@0 18 % evaluate on data
Daniel@0 19 [score,outputs]=evaluate_tree_performance(dtreeCPD1,1:17,data,ns,[]);
Daniel@0 20 fprintf('Accuracy in old training data %6.3f\n',score);
Daniel@0 21