Attack Detection on CIC-IDS 2017 (Specific Attack F1 Scores)
96.79F1 Score (DoS Hulk)KNOWML
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KNOWMLDetection Model=EoA, Feature Space=KNOWML2025.06 | 96.79 | 99.53 | 22.43 | 0.76 | — | |
| KNOWMLDetection Model=DA, Feature Space=KNOWML2025.06 | 96.77 | 99.81 | 44.76 | 0 | — | |
| KNOWMLDetection Model=GMM, Feature Space=KNOWML2025.06 | 91.78 | 99.34 | 96.07 | 1.37 | — | |
| KITDetection Model=EoA, Feature Space=KIT2025.06 | 86.41 | 0 | 0 | 19.67 | — | |
| KITDetection Model=GMM, Feature Space=KIT2025.06 | 76.37 | 1.5 | 0 | 11.86 | — | |
| KITDetection Model=DA, Feature Space=KIT2025.06 | 63.17 | 0.05 | 0.28 | 14.65 | — | |
| CICDetection Model=EoA, Feature Space=CIC2025.06 | 56.04 | 77.92 | 0 | 10.47 | — | |
| CICDetection Model=DA, Feature Space=CIC2025.06 | 26.16 | 43.76 | 0 | 9.94 | — | |
| CICDetection Model=GMM, Feature Space=CIC2025.06 | 18.43 | 29.9 | 0 | 10.21 | — | |
| SFSDetection Model=DA, Feature Space=SFS2025.06 | 4.06 | 31.22 | 0.02 | 9.71 | — | |
| SFSDetection Model=EoA, Feature Space=SFS2025.06 | 2.7 | 30.52 | 0 | 9.57 | — | |
| SFSDetection Model=GMM, Feature Space=SFS2025.06 | 2.28 | 36.09 | 0 | 12.03 | — | |
| LogRegStrength=0.202026.07 | — | — | — | — | 66.48 | |
| LogRegStrength=0.402026.07 | — | — | — | — | 72.14 | |
| MLPStrength=0.202026.07 | — | — | — | — | 66.91 | |
| MLPStrength=0.402026.07 | — | — | — | — | 95.43 | |
| RES-DAREStrength=0.202026.07 | — | — | — | — | 96 | |
| RES-DAREStrength=0.402026.07 | — | — | — | — | 79.45 | |
| RFStrength=0.202026.07 | — | — | — | — | 93.86 | |
| RFStrength=0.402026.07 | — | — | — | — | 61.15 | |
| XGBoostStrength=0.202026.07 | — | — | — | — | 97.19 | |
| XGBoostStrength=0.402026.07 | — | — | — | — | 50.29 |