Table 1.
Final feature subset selected by ACAFS for CSE-CIC-IDS2018.
| Rank | Selected feature | Rank | Selected feature | Rank | Selected feature |
|---|---|---|---|---|---|
| 1 | Fwd seg size min | 9 | Bwd Pkts/s | 17 | Fwd seg size avg |
| 2 | Fwd Pkt Len max | 10 | Fwd Pkts/s | 18 | Fwd IAT mean |
| 3 | Dst port | 11 | Pkt Len max | 19 | Pkt size avg |
| 4 | Fwd header len | 12 | Flow IAT mean | 20 | Subflow Fwd Byts |
| 5 | TotLen fwd pkts | 13 | Bwd seg size avg | 21 | Fwd IAT max |
| 6 | Fwd IAT tot | 14 | Flow duration | 22 | Fwd Pkt Len mean |
| 7 | Init Fwd Win Byts | 15 | Flow Pkts/s | ||
| 8 | Init Bwd Win Byts | 16 | Flow IAT max |