Options: -P 100 -I 100 -num-slots 1 -K 0 -M 1.0 -V 0.001 -S 1 === Classifier model (full training set) === RandomForest Bagging with 100 iterations and base learner weka.classifiers.trees.RandomTree -K 0 -M 1.0 -V 0.001 -S 1 -do-not-check-capabilities Time taken to build model: 1.92 seconds Time taken to test model on training data: 0.36 seconds === Error on training data === Correctly Classified Instances 64 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0478 Root mean squared error 0.0705 Relative absolute error 15.9375 % Root relative squared error 18.2364 % Total Number of Instances 64 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 Bone_Marrow_CD34 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 Bone_Marrow 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 AML 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 PB 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 PBSC_CD34 Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b c d e <-- classified as 8 0 0 0 0 | a = Bone_Marrow_CD34 0 10 0 0 0 | b = Bone_Marrow 0 0 26 0 0 | c = AML 0 0 0 10 0 | d = PB 0 0 0 0 10 | e = PBSC_CD34 Time taken to perform cross-validation: 5.25 seconds === Stratified cross-validation === Correctly Classified Instances 63 98.4375 % Incorrectly Classified Instances 1 1.5625 % Kappa statistic 0.9789 Mean absolute error 0.1526 Root mean squared error 0.2097 Relative absolute error 50.6868 % Root relative squared error 54.1764 % Total Number of Instances 64 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 Bone_Marrow_CD34 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 Bone_Marrow 1,000 0,026 0,963 1,000 0,981 0,968 0,998 0,997 AML 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 PB 0,900 0,000 1,000 0,900 0,947 0,940 1,000 1,000 PBSC_CD34 Weighted Avg. 0,984 0,011 0,985 0,984 0,984 0,978 0,999 0,999 === Confusion Matrix === a b c d e <-- classified as 8 0 0 0 0 | a = Bone_Marrow_CD34 0 10 0 0 0 | b = Bone_Marrow 0 0 26 0 0 | c = AML 0 0 0 10 0 | d = PB 0 0 1 0 9 | e = PBSC_CD34