Conditional Anomaly Detection on Auto MPG (UCI) (1/3 test)
72.6Mean Anomaly Agreement ScoreSoftHAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SoftHADNumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%2026.04 | 72.6 | 1.7 | |
| QDANumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%2026.04 | 65.9 | 2.9 | |
| wk–NNNumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%2026.04 | 61.4 | 2.3 | |
| 1-class SVMNumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%2026.04 | 50.1 | 3.5 | |
| SVMNumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%, kernel=RBF2026.04 | 37.1 | 8.6 |