Advances, Systems and Applications
Table 6 Rank results of algorithm robustness
Method | IForest | KNN | LOF | OCSVM | Emsemble_max | Ensemble_avg | Ensemble_w_avg | Deep_ensemble |
|---|---|---|---|---|---|---|---|---|
DApp monitoring data | 4 | 3 | 8 | 7 | 6 | 5 | 2 | 1 |
SMD | 2 | 7 | 8 | 6 | 3 | 5 | 4 | 1 |
Vichalana data | 5 | 7 | 8 | 4 | 2 | 3 | 6 | 1 |
Average rank | 3.7 | 5.7 | 8 | 5.7 | 3.7 | 4.3 | 4 | 1 |
Robustness score | 0.6143 | 0.3286 | 0 | 0.3286 | 0.6143 | 0.5286 | 0.5714 | 1 |