Attack Detection Robustness on TON_IoT
93.11Attack F1 ScoreRES-DARE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RES-DAREStrength=0.052026.07 | 93.11 | 0.58 | |
| RES-DAREStrength=0.102026.07 | 90.44 | 1.06 | |
| LogRegStrength=0.052026.07 | 88.12 | 3.25 | |
| MLPStrength=0.052026.07 | 87.2 | 5.15 | |
| Random ForestStrength=0.052026.07 | 83.52 | 0.01 | |
| LogRegStrength=0.102026.07 | 82.1 | 5.32 | |
| MLPStrength=0.102026.07 | 75.43 | 13.61 | |
| Random ForestStrength=0.102026.07 | 74.9 | 0.01 | |
| XGBoostStrength=0.052026.07 | 69.54 | 6.69 | |
| XGBoostStrength=0.102026.07 | 53.34 | 11.44 | |
| RFStrength=0.202026.07 | 0.9437 | — | |
| MLPStrength=0.202026.07 | 0.9345 | — | |
| XGBoostStrength=0.202026.07 | 0.9212 | — | |
| RFStrength=0.402026.07 | 0.9175 | — | |
| MLPStrength=0.402026.07 | 0.91 | — | |
| LogRegStrength=0.402026.07 | 0.8999 | — | |
| LogRegStrength=0.202026.07 | 0.8997 | — | |
| RES-DAREStrength=0.202026.07 | 0.8795 | — | |
| XGBoostStrength=0.402026.07 | 0.6529 | — | |
| RES-DAREStrength=0.402026.07 | 0.6386 | — |