Table 7.
AUC comparison for different algorithms with different preprocessing methods.
| Algorithms | NONE | SMOTE | SL-SMOTE | SMOTE-TL | B-SMOTE | CVCF-SMOTE |
|---|---|---|---|---|---|---|
| FPSO-SVM | 0.5000 | 0.7265 | 0.6268 | 0.7400 | 0.8639 | 0.9510 |
| PSO-SVM | 0.5000 | 0.6426 | 0.6069 | 0.6754 | 0.7094 | 0.8631 |
| SVM | 0.5000 | 0.5000 | 0.5000 | 0.4993 | 0.5059 | 0.5138 |
| RF | 0.4958 | 0.7115 | 0.6038 | 0.7397 | 0.8411 | 0.8873 |
| GBDT | 0.5202 | 0.6993 | 0.5857 | 0.7052 | 0.8171 | 0.9281 |
| KNN | 0.4874 | 0.6581 | 0.5842 | 0.6919 | 0.7927 | 0.9010 |
| AdaBoost | 0.4891 | 0.6603 | 0.5582 | 0.6483 | 0.7621 | 0.9097 |