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view toolboxes/FullBNT-1.0.7/bnt/examples/dynamic/bat1.m @ 0:cc4b1211e677 tip
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646 (e263d8a21543) added further path and more save "camirversion.m"
author | Daniel Wolff |
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date | Fri, 19 Aug 2016 13:07:06 +0200 |
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% Compare the speeds of various inference engines on the BAT DBN [bnet, names] = mk_bat_dbn; T = 3; % fixed length sequence - we make it short just for speed USEC = exist('@jtree_C_inf_engine/collect_evidence','file'); disp('constructing engines for BAT'); engine = {}; % time in seconds for inference engine{end+1} = jtree_unrolled_dbn_inf_engine(bnet, T, 'useC', USEC); % 0.39 engine{end+1} = smoother_engine(jtree_2TBN_inf_engine(bnet)); % 4.89 engine{end+1} = jtree_dbn_inf_engine(bnet); % 4.45 if 0 engine{end+1} = jtree_ndx_dbn_inf_engine(bnet, 'ndx_type', 'SD'); % 2.98 engine{end+1} = jtree_ndx_dbn_inf_engine(bnet, 'ndx_type', 'D'); % 3.52 engine{end+1} = jtree_ndx_dbn_inf_engine(bnet, 'ndx_type', 'B'); % 2.40 if USEC, engine{end+1} = jtree_C_dbn_inf_engine(bnet); end % 3.54 %engine{end+1} = hmm_inf_engine(bnet, onodes); % too big end %tic; engine{end+1} = frontier_inf_engine(bnet); toc % very slow % The frontier engine thrashes badly on the BAT network %tic; engine{end+1} = bk_inf_engine(bnet, 'exact', onodes); toc % SLOW! %tic; engine{end+1} = bk_inf_engine(bnet, 'ff', onodes); toc %clusters{1} = [stringmatch({'LeftClr', 'RightClr', 'LatAct', 'Xdot', 'InLane'}, names)]; %clusters{2} = [stringmatch({'FwdAct', 'Ydot', 'Stopped', 'EngStatus', 'FBStatus'}, names)]; %tic; engine{end+1} = bk_inf_engine(bnet, clusters, onodes); toc disp('inference') time = cmp_inference_dbn(bnet, engine, T) disp('learning') time = cmp_learning_dbn(bnet, engine, T)