Anomaly Detection on UNSW-NB15 (test)
93.9F1-ScoreARES-Static
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ARES-StaticThresholding Strategy=Adaptive, Model Configuration=Static2025.11 | 93.9 | 98.4 | — | — | |
| SLADE-HThresholding Strategy=Optimal2025.11 | 82.7 | 89.7 | — | — | |
| MIDAS-FThresholding Strategy=Optimal2025.11 | 63.6 | 83.4 | — | — | |
| ARES-DynamicThresholding Strategy=Adaptive, Model Configuration=Dynamic2025.11 | 62.2 | 81.5 | — | — | |
| MIDAS-RThresholding Strategy=Optimal2025.11 | 59.9 | 79.9 | — | — | |
| AnoEdge-LThresholding Strategy=Optimal2025.11 | 57.3 | 77.3 | — | — | |
| MIDASThresholding Strategy=Optimal2025.11 | 54.7 | 73.7 | — | — | |
| AnoEdge-GThresholding Strategy=Optimal2025.11 | 53 | 73.9 | — | — | |
| AnoEdge-G2025.11 | — | — | 75.6 | 42.3 | |
| AnoEdge-L2025.11 | — | — | 75.2 | 43.7 | |
| ARES-Dynamic2025.11 | — | — | 87.6 | 48.6 | |
| ARES-Static2025.11 | — | — | 98.5 | 89.2 | |
| MIDAS2025.11 | — | — | 81.5 | 44.4 | |
| MIDAS-F2025.11 | — | — | 79.3 | 33.7 | |
| MIDAS-R2025.11 | — | — | 84 | 46.9 | |
| SLADE-H2025.11 | — | — | 97.1 | 86.7 |