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: 1.66 seconds Time taken to test model on training data: 0.21 seconds === Error on training data === Correctly Classified Instances 36 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0731 Root mean squared error 0.0867 Relative absolute error 14.6111 % Root relative squared error 17.3429 % Total Number of Instances 36 === 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 18 0 | a = normal 0 18 | b = HCC Time taken to perform cross-validation: 4.71 seconds === Stratified cross-validation === Correctly Classified Instances 34 94.4444 % Incorrectly Classified Instances 2 5.5556 % Kappa statistic 0.8889 Mean absolute error 0.2472 Root mean squared error 0.2827 Relative absolute error 49.4444 % Root relative squared error 56.5371 % Total Number of Instances 36 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,944 0,056 0,944 0,944 0,944 0,889 0,985 0,987 normal 0,944 0,056 0,944 0,944 0,944 0,889 0,985 0,985 HCC Weighted Avg. 0,944 0,056 0,944 0,944 0,944 0,889 0,985 0,986 === Confusion Matrix === a b <-- classified as 17 1 | a = normal 1 17 | b = HCC