cs539project2phase2/finalBoost.asv at master · OAkyildiz/cs539project2phase2 · GitHub

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%  finalBoost.m             %% Ozan Akyýldýz

boostTree=templateTree('MergeLeaves','On');
%% Adaboost Tree 20 - page_blocks
disp(' Adaboost Tree 20 - page_block')
pageAdaBoost.tree.mdl = fitensemble(pageTrain.Data, ...
    pageTrain.Labels,'AdaBoostM2', 20, boostTree);
pageAdaBoost.tree.predict=predict(pageAdaBoost.tree.mdl,pageTest.Data);
sum(pageAdaBoost.tree.predict==pageTest.Labels)

%% Adaboost Tree 1 - page_blocks
disp(' Adaboost Tree 1 - page_block')
pageAdaBoost.tree1.mdl = fitensemble(pageTrain.Data, ...
    pageTrain.Labels,'AdaBoostM2', 1, boostTree);
pageAdaBoost.tree1.predict=predict(pageAdaBoost.tree1.mdl,pageTest.Data);
sum(pageAdaBoost.tree1.predict==pageTest.Labels)
%% Adaboost Tree 20 - poker
disp('Adaboost Tree 20 - poker')
pokerAdaBoost.tree.mdl = fitensemble(pokerTrain.Data, ...
    pokerTrain.Labels,'AdaBoostM2', 30, boostTree);
pokerAdaBoost.tree.predict=predict(pokerAdaBoost.tree.mdl,pokerTest.Data);
sum(pokerAdaBoost.tree.predict==pokerTest.Labels)

%% Adaboost Wine
disp('Adaboost Wine ')
wineAdaBoost.tree.mdl = fitensemble(wineTrain.Data, ...
    wineTrain.Labels,'AdaBoostM2', 10, boostTree);
wineAdaBoost.tree.predict=predict(wineAdaBoost.tree.mdl,wineTest.Data);
sum(wineAdaBoost.tree.predict==wineTest.Labels)

%% Adaboost Noisy Wine
disp('Adaboost Noisy Wine')
wineAdaBoost.treeNoisy.mdl = fitensemble(wineTrain.Data, ...
    wineTrain.NoisyLabels,'AdaBoostM2', 10, boostTree);
wineAdaBoost.treeNoisy.predict=predict(wineAdaBoost.treeNoisy.mdl,wineTest.Data);
sum(wineAdaBoost.treeNoisy.predict==wineTest.Labels)

%% RUSBoost 20 - poker
disp('RUSBoost 20 - poker')
pokerRUSBoost.tree.mdl = fitensemble(pokerTrain.Data, ...
    pokerTrain.Labels,'RUSBoost', 30, boostTree);
pokerRUSBoost.tree.predict=predict(pokerRUSBoost.tree.mdl,pokerTest.Data);
sum(pokerRUSBoost.tree.predict==pokerTest.Labels)

%% TotalBoost Tree 20 - page_blocks
disp(' TotalBoost Tree 20 - page_block')
pageTotalBoost.tree.mdl = fitensemble(pageTrain.Data, ...
    pageTrain.Labels,'TotalBoost', 30, boostTree);
pageTotalBoost.tree.predict=predict(pageTotalBoost.tree.mdl,pageTest.Data);
sum(pageTotalBoost.tree.predict==pageTest.Labels)

%% Totalboost Tree 1 - page_blocks
disp(' TotalBoost Tree 1 - page_block')
pageTotalBoost.tree1.mdl = fitensemble(pageTrain.Data, ...
    pageTrain.Labels,'TotalBoost', 1, boostTree);
pageTotalBoost.tree1.predict=predict(pageTotalBoost.tree1.mdl,pageTest.Data);
sum(pageTotalBoost.tree1.predict==pageTest.Labels)

%% Adaboost TreeNoisy 20 - page_blocks
disp(' Adaboost Tree 20 - page_block')
pageAdaBoost.treeNoisy.mdl = fitensemble(pageTrain.Data, ...
    pageTrain.NoisyLabels,'AdaBoostM2', 20, boostTree);
pageAdaBoost.treeNoisy.predict=predict(pageAdaBoost.treeNoisy.mdl,pageTest.Data);
sum(pageAdaBoost.treeNoisy.predict==pageTest.Labels)