Options: -C 0.25 -M 2 === Classifier model (full training set) === J48 pruned tree ------------------ 210976_s_at <= 8.130085 | 200625_s_at <= 11.251191: AML (26.0) | 200625_s_at > 11.251191: PB (10.0) 210976_s_at > 8.130085 | 202130_at <= 9.135448 | | 207132_x_at <= 11.471335: Bone_Marrow_CD34 (8.0) | | 207132_x_at > 11.471335: PBSC_CD34 (10.0) | 202130_at > 9.135448: Bone_Marrow (10.0) Number of Leaves : 5 Size of the tree : 9 Time taken to build model: 0.76 seconds Time taken to test model on training data: 0.33 seconds === Error on training data === Correctly Classified Instances 64 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0 Root mean squared error 0 Relative absolute error 0 % Root relative squared error 0 % Total Number of Instances 64 === 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 Bone_Marrow_CD34 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 Bone_Marrow 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 AML 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 PB 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 PBSC_CD34 Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b c d e <-- classified as 8 0 0 0 0 | a = Bone_Marrow_CD34 0 10 0 0 0 | b = Bone_Marrow 0 0 26 0 0 | c = AML 0 0 0 10 0 | d = PB 0 0 0 0 10 | e = PBSC_CD34 Time taken to perform cross-validation: 1.13 seconds === Stratified cross-validation === Correctly Classified Instances 57 89.0625 % Incorrectly Classified Instances 7 10.9375 % Kappa statistic 0.8538 Mean absolute error 0.0437 Root mean squared error 0.2092 Relative absolute error 14.5294 % Root relative squared error 54.0357 % Total Number of Instances 64 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,500 0,000 1,000 0,500 0,667 0,683 0,750 0,563 Bone_Marrow_CD34 1,000 0,074 0,714 1,000 0,833 0,813 0,963 0,714 Bone_Marrow 0,923 0,026 0,960 0,923 0,941 0,903 0,948 0,917 AML 0,900 0,019 0,900 0,900 0,900 0,881 0,941 0,826 PB 1,000 0,019 0,909 1,000 0,952 0,945 0,991 0,909 PBSC_CD34 Weighted Avg. 0,891 0,028 0,909 0,891 0,885 0,865 0,931 0,826 === Confusion Matrix === a b c d e <-- classified as 4 3 0 0 1 | a = Bone_Marrow_CD34 0 10 0 0 0 | b = Bone_Marrow 0 1 24 1 0 | c = AML 0 0 1 9 0 | d = PB 0 0 0 0 10 | e = PBSC_CD34