Outlier Detection on WDBC ADBench
99.1AUROCLOF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 99.1 | 69.67 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 98.46 | 62.57 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 98.43 | 53.81 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 98.4 | 57.8 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 98.38 | 50.48 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 97.97 | 47.17 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 97.06 | 50.53 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 97 | 53.35 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 96.3 | 31.99 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 95.01 | 25.49 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 93.63 | 54.07 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 89.19 | 13.83 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 89.1 | 48.51 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 86.33 | 9.73 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 84.37 | 16.87 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 70.2 | 8.61 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 30.17 | 2.02 |