Adversarial Detection on TC2
100PrecisionCyc-Attack
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Cyc-AttackDetector=Isolation Forest (IF)2025.10 | 100 | 84.47 | 91.58 | |
| ALADetector=Isolation Forest (IF)2025.10 | 100 | 100 | 100 | |
| TAAOWPFDetector=Isolation Forest (IF)2025.10 | 99.74 | 100 | 99.87 | |
| AOWFDetector=Isolation Forest (IF)2025.10 | 99.74 | 100 | 99.87 | |
| ALADetector=Local Outlier Factor (LOF)2025.10 | 99.74 | 100 | 99.87 | |
| TAAOWPFDetector=Local Outlier Factor (LOF)2025.10 | 99.74 | 100 | 99.87 | |
| AOWFDetector=Local Outlier Factor (LOF)2025.10 | 99.74 | 100 | 99.87 | |
| Cyc-AttackDetector=Local Outlier Factor (LOF)2025.10 | 99.7 | 86.05 | 92.37 | |
| AOWFDetector=PCA-based anomaly detection2025.10 | 99.22 | 100 | 99.61 | |
| TAAOWPFDetector=PCA-based anomaly detection2025.10 | 98.96 | 100 | 99.48 | |
| ALADetector=PCA-based anomaly detection2025.10 | 97.94 | 100 | 98.96 | |
| Cyc-AttackDetector=PCA-based anomaly detection2025.10 | 97.93 | 87.11 | 92.2 |