Vote combines the probability distributions of these base learners: weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump weka.classifiers.trees.DecisionStump using the 'Average' combination rule All the models: Decision Stump Classifications att1 <= 1.1021385000000001 : class5 att1 > 1.1021385000000001 : class5 att1 is missing : class5 Class distributions att1 <= 1.1021385000000001 class1 class2 class3 class4 class5 0.26477766287487076 0.1638055842812823 0.18102378490175802 0.0940641158221303 0.29632885211995863 att1 > 1.1021385000000001 class1 class2 class3 class4 class5 0.15575757575757576 0.24 0.1409090909090909 0.05303030303030303 0.4103030303030303 att1 is missing class1 class2 class3 class4 class5 0.26118 0.16632 0.1797 0.09271 0.30009 Decision Stump Classifications att1 <= 1.054357 : class5 att1 > 1.054357 : class5 att1 is missing : class5 Class distributions att1 <= 1.054357 class1 class2 class3 class4 class5 0.26573873336056386 0.16349849708318934 0.18073752893245776 0.09428053748913397 0.29574470313465506 att1 > 1.054357 class1 class2 class3 class4 class5 0.1648594821863244 0.22593494135870767 0.15777826952865678 0.05952644390351848 0.39190086302279264 att1 is missing class1 class2 class3 class4 class5 0.26118 0.16632 0.1797 0.09271 0.30009 Decision Stump Classifications att1 <= 1.1259565 : class5 att1 > 1.1259565 : class5 att1 is missing : class5 Class distributions att1 <= 1.1259565 class1 class2 class3 class4 class5 0.26432842425926495 0.16406804779400413 0.1813167021725483 0.09383844309281958 0.29644838268136303 att1 > 1.1259565 class1 class2 class3 class4 class5 0.15319449346981998 0.2435580656547829 0.12424991175432404 0.054006353688669254 0.42499117543240383 att1 is missing class1 class2 class3 class4 class5 0.26118 0.16632 0.1797 0.09271 0.30009 Decision Stump Classifications att1 <= 1.0878645 : class5 att1 > 1.0878645 : class5 att1 is missing : class5 Class distributions att1 <= 1.0878645 class1 class2 class3 class4 class5 0.26479624670444873 0.16387453031907165 0.18098025783147537 0.09413339976334309 0.29621556538166116 att1 > 1.0878645 class1 class2 class3 class4 class5 0.16593767085839256 0.23072717331875342 0.14598141060688902 0.05522143247676326 0.40213231273920175 att1 is missing class1 class2 class3 class4 class5 0.26118 0.16632 0.1797 0.09271 0.30009 Decision Stump Classifications att1 <= 0.748928 : class5 att1 > 0.748928 : class5 att1 is missing : class5 Class distributions att1 <= 0.748928 class1 class2 class3 class4 class5 0.27026275158916724 0.16856995813222428 0.18304981013450544 0.09598987384029044 0.2821276063038126 att1 > 0.748928 class1 class2 class3 class4 class5 0.23791226384886327 0.16056498381186182 0.17113174654000782 0.08432063187106414 0.34607037392820295 att1 is missing class1 class2 class3 class4 class5 0.26117 0.16632 0.1797 0.09271 0.3001 Decision Stump Classifications att1 <= 1.0406460000000002 : class5 att1 > 1.0406460000000002 : class5 att1 is missing : class5 Class distributions att1 <= 1.0406460000000002 class1 class2 class3 class4 class5 0.2654333315814369 0.16343091396436643 0.18160508750722656 0.09438166815577863 0.29514899879119144 att1 > 1.0406460000000002 class1 class2 class3 class4 class5 0.1778006166495375 0.2226104830421377 0.14265159301130523 0.06002055498458376 0.3969167523124358 att1 is missing class1 class2 class3 class4 class5 0.26117 0.16631 0.17971 0.09271 0.3001 Decision Stump Classifications att1 <= 1.10219 : class5 att1 > 1.10219 : class5 att1 is missing : class5 Class distributions att1 <= 1.10219 class1 class2 class3 class4 class5 0.26485552958696146 0.16427433866264038 0.18098616310575194 0.09419015905189353 0.2956938095927527 att1 > 1.10219 class1 class2 class3 class4 class5 0.1532404603270745 0.225923682616596 0.14233797698364628 0.049364021804966685 0.42913385826771655 att1 is missing class1 class2 class3 class4 class5 0.26117 0.16631 0.17971 0.09271 0.3001 Decision Stump Classifications att1 <= 1.0978655000000002 : class5 att1 > 1.0978655000000002 : class5 att1 is missing : class5 Class distributions att1 <= 1.0978655000000002 class1 class2 class3 class4 class5 0.2651472004473485 0.16417276765835828 0.18064803404819352 0.09376715094906232 0.29626484689703736 att1 > 1.0978655000000002 class1 class2 class3 class4 class5 0.14922763042844653 0.2264645875837948 0.1530166132322938 0.06324686680268143 0.40804430195278346 att1 is missing class1 class2 class3 class4 class5 0.26117 0.16631 0.1797 0.09272 0.3001 Decision Stump Classifications att1 <= 1.0830359999999999 : class5 att1 > 1.0830359999999999 : class5 att1 is missing : class5 Class distributions att1 <= 1.0830359999999999 class1 class2 class3 class4 class5 0.2654996883440682 0.16379596924994805 0.18080199459796384 0.09403698317057968 0.2958653646374403 att1 > 1.0830359999999999 class1 class2 class3 class4 class5 0.1497326203208556 0.23101604278074866 0.15133689839572192 0.058823529411764705 0.4090909090909091 att1 is missing class1 class2 class3 class4 class5 0.26117 0.16631 0.1797 0.09272 0.3001 Decision Stump Classifications att1 <= 1.0530689999999998 : class5 att1 > 1.0530689999999998 : class5 att1 is missing : class5 Class distributions att1 <= 1.0530689999999998 class1 class2 class3 class4 class5 0.2659035210825077 0.16351773109067677 0.18064137743239564 0.09426907689407428 0.2956682935003456 att1 > 1.0530689999999998 class1 class2 class3 class4 class5 0.16113324479858343 0.22532093846834883 0.15980522355024346 0.05998229305002213 0.3937583001328021 att1 is missing class1 class2 class3 class4 class5 0.26117 0.16631 0.1797 0.09272 0.3001