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: 1.69 seconds Time taken to test model on training data: 0.24 seconds === Error on training data === Correctly Classified Instances 41 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.049 Root mean squared error 0.0607 Relative absolute error 9.8552 % Root relative squared error 12.1659 % Total Number of Instances 41 === 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 HCC 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 22 0 | a = HCC 0 19 | b = normal Time taken to perform cross-validation: 4.63 seconds === Stratified cross-validation === Correctly Classified Instances 41 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.1822 Root mean squared error 0.2081 Relative absolute error 36.56 % Root relative squared error 41.6365 % Total Number of Instances 41 === 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 HCC 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 22 0 | a = HCC 0 19 | b = normal