Options: -C 0.25 -M 2 === Classifier model (full training set) === J48 pruned tree ------------------ NM_001171611 <= 6.759822 | lincRNA:chr8:6516692-6533242_R <= 6.694762: IBC (4.0) | lincRNA:chr8:6516692-6533242_R > 6.694762: DCIS (36.0) NM_001171611 > 6.759822 | lincRNA:chr18:966025-1025450_F <= 5.419488: DCIS (7.0) | lincRNA:chr18:966025-1025450_F > 5.419488 | | A_24_P306964 <= 4.29578: IBC (51.0) | | A_24_P306964 > 4.29578: DCIS (3.0/1.0) Number of Leaves : 5 Size of the tree : 9 Time taken to build model: 1.54 seconds Time taken to test model on training data: 0.82 seconds === Error on training data === Correctly Classified Instances 100 99.0099 % Incorrectly Classified Instances 1 0.9901 % Kappa statistic 0.98 Mean absolute error 0.0132 Root mean squared error 0.0812 Relative absolute error 2.6713 % Root relative squared error 16.3461 % Total Number of Instances 101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 1,000 0,018 0,978 1,000 0,989 0,980 1,000 0,999 DCIS 0,982 0,000 1,000 0,982 0,991 0,980 1,000 0,999 IBC Weighted Avg. 0,990 0,008 0,990 0,990 0,990 0,980 1,000 0,999 === Confusion Matrix === a b <-- classified as 45 0 | a = DCIS 1 55 | b = IBC Time taken to perform cross-validation: 2.48 seconds === Stratified cross-validation === Correctly Classified Instances 78 77.2277 % Incorrectly Classified Instances 23 22.7723 % Kappa statistic 0.536 Mean absolute error 0.2338 Root mean squared error 0.4729 Relative absolute error 47.2939 % Root relative squared error 95.1302 % Total Number of Instances 101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,711 0,179 0,762 0,711 0,736 0,537 0,761 0,678 DCIS 0,821 0,289 0,780 0,821 0,800 0,537 0,761 0,743 IBC Weighted Avg. 0,772 0,240 0,772 0,772 0,771 0,537 0,761 0,714 === Confusion Matrix === a b <-- classified as 32 13 | a = DCIS 10 46 | b = IBC