Outlier Detection on breastw ADBench
99.14AUROCECOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 99.14 | 98.39 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 99.1 | 96.9 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 99.01 | 97.78 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 98.76 | 97.18 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 98.47 | 95.64 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 98.43 | 95.58 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 97.89 | 93.03 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 97.71 | 93.54 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 95.41 | 89.39 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 95.12 | 87.9 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 88.16 | 47.85 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 86.29 | 79.45 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 84.92 | 61.29 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 82.88 | 83.1 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 82.57 | 71.74 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 81.35 | 69.59 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 45.2 | 31.64 |