Table 1.
Proposed techniques with classifiers | Evaluation metrics | |||
---|---|---|---|---|
Accuracy | Precision | Recall | ROC Curve | |
D-SMOTE + LR | 0.8013 | 0.7812 | 0.7049 | 0.8309 |
D-SMOTE + DT | 0.8699 | 0.8427 | 0.8133 | 0.8827 |
D-SMOTE + BOOSTING | 0.6529 | 0.6379 | 0.6252 | 0.6756 |
D-SMOTE + RF | 0.9018 | 0.8817 | 0.8723 | 0.9102 |
BP-SMOTE + LR | 0.8261 | 0.7973 | 0.7206 | 0.8610 |
BP-SMOTE + DT | 0.8713 | 0.8532 | 0.8301 | 0.8942 |
BP-SMOTE + BOOSTING | 0.6681 | 0.6482 | 0.6407 | 0.6893 |
BP-SMOTE + RF | 0.9204 | 0.8932 | 0.8816 | 0.9196 |