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: 3.51 seconds Time taken to test model on training data: 0.83 seconds === Error on training data === Correctly Classified Instances 75 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0725 Root mean squared error 0.0906 Relative absolute error 14.5293 % Root relative squared error 18.1341 % Total Number of Instances 75 === 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 39 0 | a = HCC 0 36 | b = normal Time taken to perform cross-validation: 10.56 seconds === Stratified cross-validation === Correctly Classified Instances 73 97.3333 % Incorrectly Classified Instances 2 2.6667 % Kappa statistic 0.9467 Mean absolute error 0.2457 Root mean squared error 0.2735 Relative absolute error 49.2224 % Root relative squared error 54.7424 % Total Number of Instances 75 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,949 0,000 1,000 0,949 0,974 0,948 0,974 0,988 HCC 1,000 0,051 0,947 1,000 0,973 0,948 0,974 0,919 normal Weighted Avg. 0,973 0,025 0,975 0,973 0,973 0,948 0,974 0,955 === Confusion Matrix === a b <-- classified as 37 2 | a = HCC 0 36 | b = normal