Outlier Detection on Cardiotocography ADBench
78.53AUROCECOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 78.53 | 50.54 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 77.64 | 45.36 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 71.36 | 43.89 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 68.38 | 41.32 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 67.97 | 41.77 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 60.51 | 36.96 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 55.66 | 28.08 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 55.55 | 30.86 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 53.3 | 29.47 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 51.91 | 33.64 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 51.2 | 35.3 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 50.27 | 27.54 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 49.23 | 31 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 40.82 | 18.55 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 38.63 | 20.17 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 32.6 | 21.78 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 30.62 | 16.69 |