Outlier Detection on pendigits ADBench
96.11AUROCIF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 96.11 | 30.95 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 93.61 | 23.82 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 92.74 | 26.56 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 91.98 | 22.59 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 90.23 | 13.66 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 89.05 | 12.11 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 87.87 | 14.47 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 79.46 | 6.7 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 77.51 | 5.14 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 77.5 | 6 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 77.08 | 8.05 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 72.11 | 7.02 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 64.61 | 2.89 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 63.73 | 5.68 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 60.11 | 2.75 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 48.11 | 3.85 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 36.64 | 1.63 |