Table 3.
Ablation study of ACAFS stages on CSE-CIC-IDS2018 using the Two-Stage CNN.
| Feature selection | No. of features | Accuracy | Precision | Recall | F1-Score | FPR | Web_Recall | Inf_Recall |
|---|---|---|---|---|---|---|---|---|
| Global MI only | 31 | 97.42 | 97.10 | 97.42 | 96.88 | 1.84 | 91.37 | 94.85 |
| Stage 1 only | 40 | 98.76 | 98.81 | 98.76 | 98.63 | 0.94 | 96.85 | 97.94 |
| Full ACAFS | 22 | 99.39 | 99.43 | 99.39 | 99.40 | 0.09 | 98.59 | 98.69 |