Table 7.
Classification performance on CSE-CIC-IDS2018 with ACAFS feature selection.
| Classifier | Accuracy | Precision | Recall | F1-score | FPR |
|---|---|---|---|---|---|
| CNN | 99.39 | 99.43 | 99.39 | 99.40 | 0.009 |
| TabTransformer | 98.85 | 98.97 | 98.85 | 98.96 | 0.0016 |
| XGBoost | 97.31 | 97.10 | 97.31 | 96.90 | 0.0148 |
| Random Forest | 97.25 | 97.10 | 97.25 | 96.89 | 0.0152 |
| LightGBM | 96.59 | 94.20 | 96.59 | 93.85 | 0.0130 |