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: 1.7 seconds Time taken to test model on training data: 0.29 seconds === Error on training data === Correctly Classified Instances 52 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0744 Root mean squared error 0.1002 Relative absolute error 21.9057 % Root relative squared error 24.5174 % Total Number of Instances 52 === 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 CLL 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 normal_B_Cell Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b <-- classified as 41 0 | a = CLL 0 11 | b = normal_B_Cell Time taken to perform cross-validation: 4.78 seconds === Stratified cross-validation === Correctly Classified Instances 47 90.3846 % Incorrectly Classified Instances 5 9.6154 % Kappa statistic 0.6543 Mean absolute error 0.2375 Root mean squared error 0.3044 Relative absolute error 69.2115 % Root relative squared error 74.3235 % Total Number of Instances 52 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 1,000 0,455 0,891 1,000 0,943 0,697 0,899 0,950 CLL 0,545 0,000 1,000 0,545 0,706 0,697 0,899 0,881 normal_B_Cell Weighted Avg. 0,904 0,358 0,914 0,904 0,892 0,697 0,899 0,935 === Confusion Matrix === a b <-- classified as 41 0 | a = CLL 5 6 | b = normal_B_Cell