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: 2.46 seconds Time taken to test model on training data: 1.78 seconds === Error on training data === Correctly Classified Instances 357 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.043 Root mean squared error 0.0743 Relative absolute error 8.6011 % Root relative squared error 14.8565 % Total Number of Instances 357 === 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 181 0 | a = HCC 0 176 | b = normal Time taken to perform cross-validation: 7.68 seconds === Stratified cross-validation === Correctly Classified Instances 343 96.0784 % Incorrectly Classified Instances 14 3.9216 % Kappa statistic 0.9216 Mean absolute error 0.1317 Root mean squared error 0.1992 Relative absolute error 26.3516 % Root relative squared error 39.8332 % Total Number of Instances 357 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,956 0,034 0,966 0,956 0,961 0,922 0,984 0,975 HCC 0,966 0,044 0,955 0,966 0,960 0,922 0,984 0,987 normal Weighted Avg. 0,961 0,039 0,961 0,961 0,961 0,922 0,984 0,981 === Confusion Matrix === a b <-- classified as 173 8 | a = HCC 6 170 | b = normal