Advances, Systems and Applications
Detection methods | DApp monitoring data | SMD data | Vichalana data | |||
---|---|---|---|---|---|---|
F1 score | Time(s) | F1 score | Time(s) | F1 score | Time(s) | |
IForest | 0.791 | 0.318±0.0121 | 0.7515 | 1.278±0.0195 | 0.658 | 1.9814±0.0704 |
KNN | 0.8033 | 0.0246±0.0021 | 0.5713 | 0.311±0.0047 | 0.5519 | 0.7758±0.0693 |
LOF | 0.5143 | 0.0439±0.0015 | 0.5468 | 0.5379±0.0108 | 0.5128 | 1.4684±0.1229 |
OCSVM | 0.737 | 0.3054±0.0076 | 0.6047 | 23.9234±0.8924 | 0.6778 | 190.118±10.5769 |