Table 2.
Evaluation results obtained for predefined anomaly thresholds.
| Setup | Avg. AUC | Avg. PR | Avg. TPR | Avg. FPR |
|---|---|---|---|---|
| Feature manipulation of objectType | ||||
| Cross-session | 0.922 | 0.930 | 0.759 | 0.028 |
| Chronological (10%) | 0.972 | 0.712 | 0.894 | 0.016 |
| Transfer (90%) | 0.943 | 0.931 | 0.710 | 0.090 |
| Feature manipulation of objectCategory | ||||
| Cross directories | 0.986 | 0.973 | 0.906 | 0.028 |
| Chronological (10%) | 0.997 | 0.994 | 0.770 | 0.016 |
| Transfer (90%) | 0.975 | 0.952 | 0.769 | 0.090 |
| Feature manipulation of alertRaised | ||||
| Cross-session | 0.987 | 0.975 | 0.963 | 0.028 |
| Chronological (10%) | 0.997 | 0.988 | 0.776 | 0.016 |
| Transfer (90%) | 0.974 | 0.950 | 0.750 | 0.090 |
| Plot dropping | ||||
| Cross-session | 0.975 | 0.820 | 0.900 | 0.023 |
| Chronological (10%) | 0.987 | 0.916 | 0.937 | 0.026 |
| Transfer (90%) | 0.983 | 0.830 | 0.909 | 0.023 |