Outlier Detection on Pima ADBench
72.53AUROCkNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 72.53 | 52.64 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 72.3 | 52.9 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 72.28 | 53.49 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 71.54 | 52.07 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 70.89 | 57.18 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 67.45 | 49.68 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 67.06 | 49.7 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 66.99 | 47.27 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 63.86 | 45.43 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 63.21 | 46.13 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 63.17 | 46.8 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 62.38 | 45.36 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 61.46 | 45.46 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 61.19 | 41.15 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 59.44 | 46.42 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 51.15 | 35.63 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 47.75 | 34.64 |