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: 4.01 seconds Time taken to test model on training data: 1.84 seconds === Error on training data === Correctly Classified Instances 165 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0644 Root mean squared error 0.0891 Relative absolute error 15.2039 % Root relative squared error 19.3838 % Total Number of Instances 165 === 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 115 0 | a = HCC 0 50 | b = normal Time taken to perform cross-validation: 12.11 seconds === Stratified cross-validation === Correctly Classified Instances 157 95.1515 % Incorrectly Classified Instances 8 4.8485 % Kappa statistic 0.8852 Mean absolute error 0.1912 Root mean squared error 0.2548 Relative absolute error 45.1117 % Root relative squared error 55.4346 % Total Number of Instances 165 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,965 0,080 0,965 0,965 0,965 0,885 0,965 0,985 HCC 0,920 0,035 0,920 0,920 0,920 0,885 0,965 0,871 normal Weighted Avg. 0,952 0,066 0,952 0,952 0,952 0,885 0,965 0,951 === Confusion Matrix === a b <-- classified as 111 4 | a = HCC 4 46 | b = normal