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: 3.87 seconds Time taken to test model on training data: 0.59 seconds === Error on training data === Correctly Classified Instances 46 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0954 Root mean squared error 0.1298 Relative absolute error 29.5955 % Root relative squared error 32.6923 % Total Number of Instances 46 === 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 JMML 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 normal Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b <-- classified as 37 0 | a = JMML 0 9 | b = normal Time taken to perform cross-validation: 11.66 seconds === Stratified cross-validation === Correctly Classified Instances 37 80.4348 % Incorrectly Classified Instances 9 19.5652 % Kappa statistic 0 Mean absolute error 0.2693 Root mean squared error 0.3361 Relative absolute error 82.5687 % Root relative squared error 84.6111 % Total Number of Instances 46 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 1,000 1,000 0,804 1,000 0,892 ? 0,946 0,986 JMML 0,000 0,000 ? 0,000 ? ? 0,946 0,856 normal Weighted Avg. 0,804 0,804 ? 0,804 ? ? 0,946 0,961 === Confusion Matrix === a b <-- classified as 37 0 | a = JMML 9 0 | b = normal