Table 2 Cyberattack detection of SAMFL-SCDCOA technique on the CICIDS-2017 dataset.
Class labels | \(Acc{u}_{y}\) | \(Pre{c}_{n}\) | \(Rec{a}_{l}\) | \({F}_{score}\) | \(AU{C}_{score}\) |
|---|---|---|---|---|---|
TRPH (70%) | |||||
Benign | 98.70 | 98.05 | 96.29 | 97.17 | 97.86 |
DDoS | 99.13 | 97.67 | 98.42 | 98.04 | 98.87 |
DoS | 99.18 | 97.84 | 98.57 | 98.20 | 98.96 |
Bot | 99.26 | 98.40 | 97.48 | 97.94 | 98.57 |
Web attack | 98.92 | 95.28 | 96.98 | 96.12 | 98.11 |
Average | 99.04 | 97.45 | 97.55 | 97.49 | 98.47 |
TSPH (30%) | |||||
Benign | 98.69 | 98.15 | 95.83 | 96.98 | 97.66 |
DDoS | 99.03 | 97.62 | 98.36 | 97.99 | 98.80 |
DoS | 99.42 | 98.81 | 98.68 | 98.74 | 99.16 |
Bot | 99.51 | 98.61 | 98.61 | 98.61 | 99.16 |
Web attack | 99.03 | 95.20 | 97.76 | 96.46 | 98.49 |
Average | 99.14 | 97.68 | 97.85 | 97.76 | 98.66 |
