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: 1.25 seconds === Error on training data === Correctly Classified Instances 91 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0363 Root mean squared error 0.0676 Relative absolute error 17.9369 % Root relative squared error 21.6211 % Total Number of Instances 91 === 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 normal 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 HCC Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b <-- classified as 10 0 | a = normal 0 81 | b = HCC Time taken to perform cross-validation: 11.91 seconds === Stratified cross-validation === Correctly Classified Instances 86 94.5055 % Incorrectly Classified Instances 5 5.4945 % Kappa statistic 0.6403 Mean absolute error 0.113 Root mean squared error 0.1901 Relative absolute error 54.9968 % Root relative squared error 60.6509 % Total Number of Instances 91 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,500 0,000 1,000 0,500 0,667 0,686 1,000 1,000 normal 1,000 0,500 0,942 1,000 0,970 0,686 1,000 1,000 HCC Weighted Avg. 0,945 0,445 0,948 0,945 0,937 0,686 1,000 1,000 === Confusion Matrix === a b <-- classified as 5 5 | a = normal 0 81 | b = HCC