Outlier Detection on SpamBase ADBench
66.2AUROCMetaOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 66.2 | 51.2 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 65.56 | 51.83 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 62.92 | 48.23 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 56.82 | 43.23 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 56.3 | 42.5 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 56.14 | 41.36 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 55.99 | 41.91 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 54.25 | 40.61 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 53.39 | 40.41 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 53.14 | 40.38 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 52.66 | 40.66 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 51.09 | 38.63 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 49.52 | 38.29 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 47.14 | 38.82 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 45.47 | 37.92 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 38.79 | 33.72 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 21.68 | 26.72 |