Table 8. AUC comparison results for different sampling techniques.
Model | LR | RF | GB | XGBoost | DNN | 1DCNN |
---|---|---|---|---|---|---|
UnderSampler | 88.0 | 94.7 | 82.5 | 92.5 | 88.1 | 87.3 |
OverSampler | 84.1 | 87.6 | 82.0 | 80.9 | 78.9 | 77.2 |
BorderlineSMOTE | 87.1 | 99.1 | 95.7 | 98.6 | 98.9 | 98.8 |
SMOTETomek | 89.9 | 99.9 | 97.3 | 99.8 | 99.6 | 99.8 |