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: 3.85 seconds Time taken to test model on training data: 1.48 seconds === Error on training data === Correctly Classified Instances 281 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0553 Root mean squared error 0.0897 Relative absolute error 23.5341 % Root relative squared error 26.1983 % Total Number of Instances 281 === 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 B-CELL_ALL 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 B-CELL_ALL_TCF3-PBX1 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 B-CELL_ALL_HYPERDIP 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 B-CELL_ALL_HYPO 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 B-CELL_ALL_MLL 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 B-CELL_ALL_T-ALL 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 B-CELL_ALL_ETV6-RUNX1 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 f g <-- classified as 74 0 0 0 0 0 0 | a = B-CELL_ALL 0 22 0 0 0 0 0 | b = B-CELL_ALL_TCF3-PBX1 0 0 51 0 0 0 0 | c = B-CELL_ALL_HYPERDIP 0 0 0 18 0 0 0 | d = B-CELL_ALL_HYPO 0 0 0 0 17 0 0 | e = B-CELL_ALL_MLL 0 0 0 0 0 46 0 | f = B-CELL_ALL_T-ALL 0 0 0 0 0 0 53 | g = B-CELL_ALL_ETV6-RUNX1 Time taken to perform cross-validation: 10.11 seconds === Stratified cross-validation === Correctly Classified Instances 223 79.3594 % Incorrectly Classified Instances 58 20.6406 % Kappa statistic 0.741 Mean absolute error 0.1611 Root mean squared error 0.2517 Relative absolute error 68.5111 % Root relative squared error 73.4624 % Total Number of Instances 281 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,865 0,217 0,587 0,865 0,699 0,585 0,891 0,742 B-CELL_ALL 0,818 0,000 1,000 0,818 0,900 0,898 0,998 0,981 B-CELL_ALL_TCF3-PBX1 0,824 0,026 0,875 0,824 0,848 0,817 0,972 0,901 B-CELL_ALL_HYPERDIP 0,000 0,000 ? 0,000 ? ? 0,775 0,239 B-CELL_ALL_HYPO 0,294 0,000 1,000 0,294 0,455 0,530 0,997 0,949 B-CELL_ALL_MLL 0,978 0,000 1,000 0,978 0,989 0,987 1,000 1,000 B-CELL_ALL_T-ALL 0,925 0,031 0,875 0,925 0,899 0,875 0,988 0,948 B-CELL_ALL_ETV6-RUNX1 Weighted Avg. 0,794 0,068 ? 0,794 ? ? 0,949 0,851 === Confusion Matrix === a b c d e f g <-- classified as 64 0 5 0 0 0 5 | a = B-CELL_ALL 4 18 0 0 0 0 0 | b = B-CELL_ALL_TCF3-PBX1 9 0 42 0 0 0 0 | c = B-CELL_ALL_HYPERDIP 15 0 1 0 0 0 2 | d = B-CELL_ALL_HYPO 12 0 0 0 5 0 0 | e = B-CELL_ALL_MLL 1 0 0 0 0 45 0 | f = B-CELL_ALL_T-ALL 4 0 0 0 0 0 49 | g = B-CELL_ALL_ETV6-RUNX1