Table 8.
Classification Performance on CSE-CIC-IDS2018 without ACAFS.
| Classifier | Accuracy | Precision | Recall | F1-score | FPR |
|---|---|---|---|---|---|
| CNN | 97.06 | 96.90 | 97.06 | 96.87 | 0.0044 |
| TabTransformer | 98.62 | 98.80 | 98.62 | 98.79 | 0.0019 |
| XGBoost | 84.56 | 85.20 | 84.56 | 83.93 | 0.0312 |
| Random Forest | 88.10 | 91.70 | 88.10 | 91.56 | 0.0235 |
| LightGBM | 91.63 | 93.90 | 91.63 | 93.85 | 0.0155 |