| Classifier algorithms | Attack types and Normal | Training detection rate | Testing detection rate | Generalization detection rate | ||||||
| DR (%) | FPR (%) | Classification Time (s) | DR (%) | FPR (%) | Classification Time (s) | DR (%) | FPR (%) | Classification Time (s) | ||
| SOFM | DOS | 99.98 | 0.01 | 7274.78 | 99.93 | 0.06 | 3654.03 | 99.96 | 0.03 | 2133.17 |
| Probe | 100 | 0 | 8995.55 | 99.86 | 0.13 | 3886.96 | 100 | 0 | 2326.36 | |
| R2L | 99.89 | 0.10 | 14,490.77 | 99.91 | 0.08 | 4304.89 | 100 | 0 | 2652.01 | |
| U2L | 100 | 0 | 10,569.26 | 99.84 | 0.15 | 4509.60 | 100 | 0 | 1901.46 | |
| Normal | 100 | 0 | 10,916.12 | 99.91 | 0.08 | 3876.71 | 100 | 0 | 2452.61 | |
| GA | DOS | 100 | 15.1 | 19,723.99 | 100 | 13.5 | 1178.15 | 100 | 10.05 | 1352.11 |
| Probe | 100 | 8.8 | 2716 | 100 | 0.5 | 175.52 | 100 | 7.23 | 1026.07 | |
| R2L | 100 | 11.9 | 1835.32 | 100 | 1.14 | 615.71 | 100 | 15.05 | 458.84 | |
| U2L | 100 | 0 | 1181.53 | 100 | 9.51 | 985.83 | 100 | 8.10 | 435.84 | |
| Normal | 100 | 3.05 | 3612.49 | 100 | 17.58 | 2336.81 | 100 | 3.04 | 485.71 | |