All the base classifiers: FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S 1943089441 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 47,18,29,10,6,1,16,4,15,54,21,49,62,9,33,31,37,20,23,39,53,60,30,50,48,38,35,12,5,24,19,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R47,18,29,10,6,1,16,4,15,54,21,49,62,9,33,31,37,20,23,39,53,60,30,50,48,38,35,12,5,24,19,63' @attribute meta_NBKappa numeric @attribute meta_REPTreeDepth3AUC numeric @attribute meta_REPTreeDepth2Kappa numeric @attribute meta_RandomTreeDepth3AUC_K=0 numeric @attribute meta_NBAUC numeric @attribute openml_task_id numeric @attribute meta_NumMissingValues numeric @attribute meta_NBErrRate numeric @attribute meta_NaiveBayesDdm.changes numeric @attribute meta_REPTreeDepth2AUC numeric @attribute meta_REPTreeDepth3Kappa numeric @attribute meta_NaiveBayesAdwin.changes numeric @attribute meta_NumAttributes numeric @attribute meta_NoiseToSignalRatio numeric @attribute meta_RandomTreeDepth2AUC_K=0 numeric @attribute meta_J48.0001.ErrRate numeric @attribute meta_J48.00001.kappa numeric @attribute meta_MeanKurtosisOfNumericAtts numeric @attribute meta_NumNumericAtts numeric @attribute meta_REPTreeDepth1Kappa numeric @attribute meta_Dimensionality numeric @attribute meta_REPTreeDepth1ErrRate numeric @attribute meta_PositivePercentage numeric @attribute meta_REPTreeDepth3ErrRate numeric @attribute meta_REPTreeDepth1AUC numeric @attribute meta_PercentageOfNominalAtts numeric @attribute meta_J48.0001.kappa numeric @attribute meta_EquivalentNumberOfAtts numeric @attribute meta_MeanMutualInformation numeric @attribute meta_ClassCount numeric @attribute meta_MeanAttributeEntropy numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ meta_REPTreeDepth3Kappa < 0.36 | meta_REPTreeDepth1ErrRate < 69.55 : moa.LeveragingBag_HoeffdingTree(1) (12/5) [8/5] | meta_REPTreeDepth1ErrRate >= 69.55 : moa.OzaBag_HoeffdingTree(1) (4/0) [1/0] meta_REPTreeDepth3Kappa >= 0.36 : moa.LeveragingBag_HoeffdingTree(1) (31/10) [15/4] Size of the tree : 5 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S -1927714267 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 33,18,53,27,54,22,43,56,29,62,39,46,57,37,36,21,60,34,17,35,42,19,49,50,32,40,5,24,20,44,48,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R33,18,53,27,54,22,43,56,29,62,39,46,57,37,36,21,60,34,17,35,42,19,49,50,32,40,5,24,20,44,48,63' @attribute meta_RandomTreeDepth2AUC_K=0 numeric @attribute meta_REPTreeDepth3AUC numeric @attribute meta_Dimensionality numeric @attribute meta_DecisionStumpAUC numeric @attribute meta_REPTreeDepth2AUC numeric @attribute meta_J48.001.ErrRate numeric @attribute meta_MaxNominalAttDistinctValues numeric @attribute meta_HoeffdingAdwin.changes numeric @attribute meta_REPTreeDepth2Kappa numeric @attribute meta_NumAttributes numeric @attribute meta_REPTreeDepth1Kappa numeric @attribute meta_J48.0001.AUC numeric @attribute meta_MeanSkewnessOfNumericAtts numeric @attribute meta_J48.00001.kappa numeric @attribute meta_MeanNominalAttDistinctValues numeric @attribute meta_REPTreeDepth3Kappa numeric @attribute meta_REPTreeDepth1ErrRate numeric @attribute meta_MeanMeansOfNumericAtts numeric @attribute meta_NumNominalAtts numeric @attribute meta_J48.0001.kappa numeric @attribute meta_NaiveBayesDdm.warnings numeric @attribute meta_MeanAttributeEntropy numeric @attribute meta_NaiveBayesAdwin.changes numeric @attribute meta_REPTreeDepth3ErrRate numeric @attribute meta_MinNominalAttDistinctValues numeric @attribute meta_NegativePercentage numeric @attribute meta_MeanMutualInformation numeric @attribute meta_ClassCount numeric @attribute meta_MeanKurtosisOfNumericAtts numeric @attribute meta_PercentageOfMissingValues numeric @attribute meta_REPTreeDepth1AUC numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ : moa.LeveragingBag_HoeffdingTree(1) (47/19) [24/10] Size of the tree : 1 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S 1445134241 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 28,32,6,48,53,4,47,36,61,51,52,50,16,31,13,35,7,38,41,60,9,55,10,24,29,45,22,15,62,23,34,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R28,32,6,48,53,4,47,36,61,51,52,50,16,31,13,35,7,38,41,60,9,55,10,24,29,45,22,15,62,23,34,63' @attribute meta_RandomTreeDepth1AUC_K=0 numeric @attribute meta_MinNominalAttDistinctValues numeric @attribute meta_NBAUC numeric @attribute meta_REPTreeDepth1AUC numeric @attribute meta_Dimensionality numeric @attribute meta_NBErrRate numeric @attribute meta_NBKappa numeric @attribute meta_MeanNominalAttDistinctValues numeric @attribute meta_J48.001.kappa numeric @attribute meta_DecisionStumpErrRate numeric @attribute meta_MeanStdDevOfNumericAtts numeric @attribute meta_REPTreeDepth3ErrRate numeric @attribute meta_NumMissingValues numeric @attribute meta_J48.0001.ErrRate numeric @attribute meta_HoeffdingDDM.changes numeric @attribute meta_J48.0001.kappa numeric @attribute meta_DecisionStumpKappa numeric @attribute meta_PercentageOfNominalAtts numeric @attribute meta_NumBinaryAtts numeric @attribute meta_REPTreeDepth1ErrRate numeric @attribute meta_NoiseToSignalRatio numeric @attribute meta_StdvNominalAttDistinctValues numeric @attribute meta_RandomTreeDepth3AUC_K=0 numeric @attribute meta_ClassCount numeric @attribute meta_REPTreeDepth2Kappa numeric @attribute meta_J48.001.AUC numeric @attribute meta_J48.001.ErrRate numeric @attribute meta_NaiveBayesDdm.changes numeric @attribute meta_NumAttributes numeric @attribute meta_NumNumericAtts numeric @attribute meta_MeanMeansOfNumericAtts numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ : moa.LeveragingBag_HoeffdingTree(1) (47/19) [24/10] Size of the tree : 1 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S 717821474 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 30,15,8,17,61,2,60,59,37,41,33,35,13,14,27,18,42,4,46,1,57,53,48,25,54,51,49,20,9,58,39,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R30,15,8,17,61,2,60,59,37,41,33,35,13,14,27,18,42,4,46,1,57,53,48,25,54,51,49,20,9,58,39,63' @attribute meta_PositivePercentage numeric @attribute meta_NaiveBayesDdm.changes numeric @attribute meta_HoeffdingDDM.warnings numeric @attribute meta_NumNominalAtts numeric @attribute meta_J48.001.kappa numeric @attribute meta_REPTreeDepth2ErrRate numeric @attribute meta_REPTreeDepth1ErrRate numeric @attribute meta_DefaultAccuracy numeric @attribute meta_J48.00001.kappa numeric @attribute meta_NumBinaryAtts numeric @attribute meta_RandomTreeDepth2AUC_K=0 numeric @attribute meta_J48.0001.kappa numeric @attribute meta_HoeffdingDDM.changes numeric @attribute meta_ClassEntropy numeric @attribute meta_DecisionStumpAUC numeric @attribute meta_REPTreeDepth3AUC numeric @attribute meta_NaiveBayesDdm.warnings numeric @attribute meta_NBErrRate numeric @attribute meta_J48.0001.AUC numeric @attribute openml_task_id numeric @attribute meta_MeanSkewnessOfNumericAtts numeric @attribute meta_Dimensionality numeric @attribute meta_REPTreeDepth1AUC numeric @attribute meta_J48.00001.AUC numeric @attribute meta_REPTreeDepth2AUC numeric @attribute meta_DecisionStumpErrRate numeric @attribute meta_NaiveBayesAdwin.changes numeric @attribute meta_MeanKurtosisOfNumericAtts numeric @attribute meta_NoiseToSignalRatio numeric @attribute meta_IncompleteInstanceCount numeric @attribute meta_REPTreeDepth1Kappa numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ meta_NumNominalAtts < 23.5 | meta_MeanSkewnessOfNumericAtts < -0.01 | | meta_HoeffdingDDM.warnings < 1 : moa.SPegasos(1) (2/1) [2/1] | | meta_HoeffdingDDM.warnings >= 1 : moa.LeveragingBag_kNN(1) (2/0) [2/1] | meta_MeanSkewnessOfNumericAtts >= -0.01 | | meta_REPTreeDepth2ErrRate < 68.55 : moa.LeveragingBag_HoeffdingTree(1) (24/5) [9/3] | | meta_REPTreeDepth2ErrRate >= 68.55 : moa.OzaBag_HoeffdingTree(1) (2/0) [3/0] meta_NumNominalAtts >= 23.5 : moa.LeveragingBag_HoeffdingTree(1) (17/9) [8/2] Size of the tree : 9 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S 1583379549 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 27,50,6,12,7,1,41,30,17,31,42,18,16,62,45,3,2,52,43,33,39,47,25,26,60,53,54,4,9,49,10,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R27,50,6,12,7,1,41,30,17,31,42,18,16,62,45,3,2,52,43,33,39,47,25,26,60,53,54,4,9,49,10,63' @attribute meta_DecisionStumpAUC numeric @attribute meta_REPTreeDepth3ErrRate numeric @attribute meta_NBAUC numeric @attribute meta_EquivalentNumberOfAtts numeric @attribute meta_DecisionStumpKappa numeric @attribute openml_task_id numeric @attribute meta_NumBinaryAtts numeric @attribute meta_PositivePercentage numeric @attribute meta_NumNominalAtts numeric @attribute meta_J48.0001.ErrRate numeric @attribute meta_NaiveBayesDdm.warnings numeric @attribute meta_REPTreeDepth3AUC numeric @attribute meta_NumMissingValues numeric @attribute meta_NumAttributes numeric @attribute meta_J48.001.AUC numeric @attribute meta_J48.00001.ErrRate numeric @attribute meta_REPTreeDepth2ErrRate numeric @attribute meta_MeanStdDevOfNumericAtts numeric @attribute meta_MaxNominalAttDistinctValues numeric @attribute meta_RandomTreeDepth2AUC_K=0 numeric @attribute meta_REPTreeDepth1Kappa numeric @attribute meta_NBKappa numeric @attribute meta_J48.00001.AUC numeric @attribute meta_PercentageOfBinaryAtts numeric @attribute meta_REPTreeDepth1ErrRate numeric @attribute meta_Dimensionality numeric @attribute meta_REPTreeDepth2AUC numeric @attribute meta_NBErrRate numeric @attribute meta_NoiseToSignalRatio numeric @attribute meta_NaiveBayesAdwin.changes numeric @attribute meta_RandomTreeDepth3AUC_K=0 numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ meta_REPTreeDepth3ErrRate < 54.8 | meta_J48.0001.ErrRate < 28.35 : moa.LeveragingBag_HoeffdingTree(1) (30/7) [10/3] | meta_J48.0001.ErrRate >= 28.35 | | meta_DecisionStumpAUC < 0.65 : moa.LeveragingBag_HoeffdingTree(1) (6/2) [5/2] | | meta_DecisionStumpAUC >= 0.65 : moa.OzaBoost_HoeffdingTree(1) (6/1) [3/1] meta_REPTreeDepth3ErrRate >= 54.8 : moa.OzaBag_HoeffdingTree(1) (5/2) [6/3] Size of the tree : 7 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S -1559566161 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 51,31,50,24,56,57,49,35,48,5,62,1,30,28,61,18,40,20,39,54,15,12,36,52,21,6,27,2,8,22,47,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R51,31,50,24,56,57,49,35,48,5,62,1,30,28,61,18,40,20,39,54,15,12,36,52,21,6,27,2,8,22,47,63' @attribute meta_DecisionStumpErrRate numeric @attribute meta_J48.0001.ErrRate numeric @attribute meta_REPTreeDepth3ErrRate numeric @attribute meta_ClassCount numeric @attribute meta_HoeffdingAdwin.changes numeric @attribute meta_MeanSkewnessOfNumericAtts numeric @attribute meta_NaiveBayesAdwin.changes numeric @attribute meta_J48.0001.kappa numeric @attribute meta_REPTreeDepth1AUC numeric @attribute meta_MeanMutualInformation numeric @attribute meta_NumAttributes numeric @attribute openml_task_id numeric @attribute meta_PositivePercentage numeric @attribute meta_RandomTreeDepth1AUC_K=0 numeric @attribute meta_J48.001.kappa numeric @attribute meta_REPTreeDepth3AUC numeric @attribute meta_NegativePercentage numeric @attribute meta_MeanKurtosisOfNumericAtts numeric @attribute meta_REPTreeDepth1Kappa numeric @attribute meta_REPTreeDepth2AUC numeric @attribute meta_NaiveBayesDdm.changes numeric @attribute meta_EquivalentNumberOfAtts numeric @attribute meta_MeanNominalAttDistinctValues numeric @attribute meta_MeanStdDevOfNumericAtts numeric @attribute meta_REPTreeDepth3Kappa numeric @attribute meta_NBAUC numeric @attribute meta_DecisionStumpAUC numeric @attribute meta_REPTreeDepth2ErrRate numeric @attribute meta_HoeffdingDDM.warnings numeric @attribute meta_J48.001.ErrRate numeric @attribute meta_NBKappa numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ : moa.LeveragingBag_HoeffdingTree(1) (47/19) [24/10] Size of the tree : 1 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S -520675023 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 7,51,5,49,22,33,25,27,15,45,4,19,62,1,61,16,28,21,58,56,40,57,38,2,20,53,44,14,48,41,34,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R7,51,5,49,22,33,25,27,15,45,4,19,62,1,61,16,28,21,58,56,40,57,38,2,20,53,44,14,48,41,34,63' @attribute meta_DecisionStumpKappa numeric @attribute meta_DecisionStumpErrRate numeric @attribute meta_MeanMutualInformation numeric @attribute meta_NaiveBayesAdwin.changes numeric @attribute meta_J48.001.ErrRate numeric @attribute meta_RandomTreeDepth2AUC_K=0 numeric @attribute meta_J48.00001.AUC numeric @attribute meta_DecisionStumpAUC numeric @attribute meta_NaiveBayesDdm.changes numeric @attribute meta_J48.001.AUC numeric @attribute meta_NBErrRate numeric @attribute meta_MeanAttributeEntropy numeric @attribute meta_NumAttributes numeric @attribute openml_task_id numeric @attribute meta_J48.001.kappa numeric @attribute meta_NumMissingValues numeric @attribute meta_RandomTreeDepth1AUC_K=0 numeric @attribute meta_REPTreeDepth3Kappa numeric @attribute meta_IncompleteInstanceCount numeric @attribute meta_HoeffdingAdwin.changes numeric @attribute meta_NegativePercentage numeric @attribute meta_MeanSkewnessOfNumericAtts numeric @attribute meta_PercentageOfNominalAtts numeric @attribute meta_REPTreeDepth2ErrRate numeric @attribute meta_MeanKurtosisOfNumericAtts numeric @attribute meta_Dimensionality numeric @attribute meta_PercentageOfMissingValues numeric @attribute meta_ClassEntropy numeric @attribute meta_REPTreeDepth1AUC numeric @attribute meta_NumBinaryAtts numeric @attribute meta_MeanMeansOfNumericAtts numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ : moa.LeveragingBag_HoeffdingTree(1) (47/19) [24/10] Size of the tree : 1 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S -1700190548 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 25,4,15,44,61,45,55,32,28,37,3,7,35,10,38,27,33,56,23,22,1,62,20,51,43,40,58,12,8,11,48,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R25,4,15,44,61,45,55,32,28,37,3,7,35,10,38,27,33,56,23,22,1,62,20,51,43,40,58,12,8,11,48,63' @attribute meta_J48.00001.AUC numeric @attribute meta_NBErrRate numeric @attribute meta_NaiveBayesDdm.changes numeric @attribute meta_PercentageOfMissingValues numeric @attribute meta_J48.001.kappa numeric @attribute meta_J48.001.AUC numeric @attribute meta_StdvNominalAttDistinctValues numeric @attribute meta_MinNominalAttDistinctValues numeric @attribute meta_RandomTreeDepth1AUC_K=0 numeric @attribute meta_J48.00001.kappa numeric @attribute meta_J48.00001.ErrRate numeric @attribute meta_DecisionStumpKappa numeric @attribute meta_J48.0001.kappa numeric @attribute meta_RandomTreeDepth3AUC_K=0 numeric @attribute meta_PercentageOfNominalAtts numeric @attribute meta_DecisionStumpAUC numeric @attribute meta_RandomTreeDepth2AUC_K=0 numeric @attribute meta_HoeffdingAdwin.changes numeric @attribute meta_NumNumericAtts numeric @attribute meta_J48.001.ErrRate numeric @attribute openml_task_id numeric @attribute meta_NumAttributes numeric @attribute meta_MeanKurtosisOfNumericAtts numeric @attribute meta_DecisionStumpErrRate numeric @attribute meta_MaxNominalAttDistinctValues numeric @attribute meta_NegativePercentage numeric @attribute meta_IncompleteInstanceCount numeric @attribute meta_EquivalentNumberOfAtts numeric @attribute meta_HoeffdingDDM.warnings numeric @attribute meta_PercentageOfNumericAtts numeric @attribute meta_REPTreeDepth1AUC numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ : moa.LeveragingBag_HoeffdingTree(1) (47/19) [24/10] Size of the tree : 1 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S -129137380 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 7,54,42,16,23,56,32,40,59,14,10,2,24,8,26,6,44,30,18,45,34,27,58,50,20,55,51,15,13,52,17,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R7,54,42,16,23,56,32,40,59,14,10,2,24,8,26,6,44,30,18,45,34,27,58,50,20,55,51,15,13,52,17,63' @attribute meta_DecisionStumpKappa numeric @attribute meta_REPTreeDepth2AUC numeric @attribute meta_NaiveBayesDdm.warnings numeric @attribute meta_NumMissingValues numeric @attribute meta_NumNumericAtts numeric @attribute meta_HoeffdingAdwin.changes numeric @attribute meta_MinNominalAttDistinctValues numeric @attribute meta_NegativePercentage numeric @attribute meta_DefaultAccuracy numeric @attribute meta_ClassEntropy numeric @attribute meta_RandomTreeDepth3AUC_K=0 numeric @attribute meta_REPTreeDepth2ErrRate numeric @attribute meta_ClassCount numeric @attribute meta_HoeffdingDDM.warnings numeric @attribute meta_PercentageOfBinaryAtts numeric @attribute meta_NBAUC numeric @attribute meta_PercentageOfMissingValues numeric @attribute meta_PositivePercentage numeric @attribute meta_REPTreeDepth3AUC numeric @attribute meta_J48.001.AUC numeric @attribute meta_MeanMeansOfNumericAtts numeric @attribute meta_DecisionStumpAUC numeric @attribute meta_IncompleteInstanceCount numeric @attribute meta_REPTreeDepth3ErrRate numeric @attribute meta_MeanKurtosisOfNumericAtts numeric @attribute meta_StdvNominalAttDistinctValues numeric @attribute meta_DecisionStumpErrRate numeric @attribute meta_NaiveBayesDdm.changes numeric @attribute meta_HoeffdingDDM.changes numeric @attribute meta_MeanStdDevOfNumericAtts numeric @attribute meta_NumNominalAtts numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ : moa.LeveragingBag_HoeffdingTree(1) (47/19) [24/10] Size of the tree : 1 FilteredClassifier using weka.classifiers.trees.REPTree -M 2 -V 0.001 -N 3 -S -204166017 -L -1 -I 0.0 on data filtered through weka.filters.unsupervised.attribute.Remove -V -R 20,29,45,50,61,43,53,44,36,40,25,6,26,15,1,46,48,17,39,8,19,54,3,38,28,33,41,14,21,49,24,63 Filtered Header @relation 'meta_all-weka.filters.unsupervised.attribute.Remove-V-R20,29,45,50,61,43,53,44,36,40,25,6,26,15,1,46,48,17,39,8,19,54,3,38,28,33,41,14,21,49,24,63' @attribute meta_MeanKurtosisOfNumericAtts numeric @attribute meta_REPTreeDepth2Kappa numeric @attribute meta_J48.001.AUC numeric @attribute meta_REPTreeDepth3ErrRate numeric @attribute meta_J48.001.kappa numeric @attribute meta_MaxNominalAttDistinctValues numeric @attribute meta_Dimensionality numeric @attribute meta_PercentageOfMissingValues numeric @attribute meta_MeanNominalAttDistinctValues numeric @attribute meta_NegativePercentage numeric @attribute meta_J48.00001.AUC numeric @attribute meta_NBAUC numeric @attribute meta_PercentageOfBinaryAtts numeric @attribute meta_NaiveBayesDdm.changes numeric @attribute openml_task_id numeric @attribute meta_J48.0001.AUC numeric @attribute meta_REPTreeDepth1AUC numeric @attribute meta_NumNominalAtts numeric @attribute meta_REPTreeDepth1Kappa numeric @attribute meta_HoeffdingDDM.warnings numeric @attribute meta_MeanAttributeEntropy numeric @attribute meta_REPTreeDepth2AUC numeric @attribute meta_J48.00001.ErrRate numeric @attribute meta_PercentageOfNominalAtts numeric @attribute meta_RandomTreeDepth1AUC_K=0 numeric @attribute meta_RandomTreeDepth2AUC_K=0 numeric @attribute meta_NumBinaryAtts numeric @attribute meta_ClassEntropy numeric @attribute meta_REPTreeDepth3Kappa numeric @attribute meta_NaiveBayesAdwin.changes numeric @attribute meta_ClassCount numeric @attribute class {moa.NaiveBayes(1),moa.SPegasos(1),moa.LeveragingBag_kNN(1),moa.LeveragingBag_HoeffdingTree(1),moa.OzaBag_HoeffdingTree(1),moa.OzaBoost_HoeffdingTree(1)} @data Classifier Model REPTree ============ meta_Dimensionality < 0.02 | meta_REPTreeDepth2AUC < 0.67 | | meta_J48.001.kappa < 0.56 : moa.LeveragingBag_HoeffdingTree(1) (3/1) [4/2] | | meta_J48.001.kappa >= 0.56 : moa.LeveragingBag_kNN(1) (3/0) [0/0] | meta_REPTreeDepth2AUC >= 0.67 | | meta_REPTreeDepth2AUC < 0.76 : moa.OzaBag_HoeffdingTree(1) (4/0) [2/1] | | meta_REPTreeDepth2AUC >= 0.76 : moa.LeveragingBag_HoeffdingTree(1) (10/2) [6/0] meta_Dimensionality >= 0.02 : moa.LeveragingBag_HoeffdingTree(1) (27/9) [12/6] Size of the tree : 9