Attack Detection Robustness on UNSW15
97.2Attack F1 ScoreRES-DARE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RES-DAREStrength=0.052026.07 | 97.2 | 0.04 | |
| MLPStrength=0.052026.07 | 96.63 | 1.17 | |
| RES-DAREStrength=0.102026.07 | 95.47 | 0.15 | |
| RES-DAREStrength=0.202026.07 | 95.05 | — | |
| MLPStrength=0.102026.07 | 94.9 | 2.44 | |
| RES-DAREStrength=0.402026.07 | 94.49 | — | |
| MLPStrength=0.402026.07 | 94.45 | — | |
| MLPStrength=0.202026.07 | 94.14 | — | |
| RFStrength=0.402026.07 | 93.85 | — | |
| RFStrength=0.202026.07 | 93.25 | — | |
| Random ForestStrength=0.052026.07 | 92.67 | 0 | |
| XGBoostStrength=0.202026.07 | 91.44 | — | |
| XGBoostStrength=0.052026.07 | 91.22 | 5.58 | |
| Random ForestStrength=0.102026.07 | 90.83 | 0 | |
| LogRegStrength=0.052026.07 | 89.86 | 1.36 | |
| XGBoostStrength=0.102026.07 | 89.28 | 7.36 | |
| LogRegStrength=0.202026.07 | 89.15 | — | |
| LogRegStrength=0.402026.07 | 87.82 | — | |
| LogRegStrength=0.102026.07 | 86.61 | 4.14 | |
| XGBoostStrength=0.402026.07 | 85.95 | — |