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: 1.61 seconds Time taken to test model on training data: 0.14 seconds === Error on training data === Correctly Classified Instances 25 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0508 Root mean squared error 0.0581 Relative absolute error 12.3791 % Root relative squared error 12.9398 % Total Number of Instances 25 === 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 ATL 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 18 0 | a = ATL 0 7 | b = normal Time taken to perform cross-validation: 4.39 seconds === Stratified cross-validation === Correctly Classified Instances 22 88 % Incorrectly Classified Instances 3 12 % Kappa statistic 0.6575 Mean absolute error 0.2328 Root mean squared error 0.2967 Relative absolute error 56.1795 % Root relative squared error 65.713 % Total Number of Instances 25 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 1,000 0,429 0,857 1,000 0,923 0,700 0,984 0,991 ATL 0,571 0,000 1,000 0,571 0,727 0,700 0,984 0,957 normal Weighted Avg. 0,880 0,309 0,897 0,880 0,868 0,700 0,984 0,981 === Confusion Matrix === a b <-- classified as 18 0 | a = ATL 3 4 | b = normal