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: 4.68 seconds Time taken to test model on training data: 1.9 seconds === Error on training data === Correctly Classified Instances 143 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0927 Root mean squared error 0.1268 Relative absolute error 18.5324 % Root relative squared error 25.3546 % Total Number of Instances 143 === 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 ccRCC 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 71 0 | a = ccRCC 0 72 | b = normal Time taken to perform cross-validation: 14.14 seconds === Stratified cross-validation === Correctly Classified Instances 122 85.3147 % Incorrectly Classified Instances 21 14.6853 % Kappa statistic 0.7064 Mean absolute error 0.2671 Root mean squared error 0.3486 Relative absolute error 53.4126 % Root relative squared error 69.7096 % Total Number of Instances 143 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,873 0,167 0,838 0,873 0,855 0,707 0,892 0,867 ccRCC 0,833 0,127 0,870 0,833 0,851 0,707 0,892 0,884 normal Weighted Avg. 0,853 0,147 0,854 0,853 0,853 0,707 0,892 0,876 === Confusion Matrix === a b <-- classified as 62 9 | a = ccRCC 12 60 | b = normal