Outlier Detection on thyroid ADBench
98.19AUROC (%)IF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 98.19 | 59.76 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 97.71 | 46.78 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 96.49 | 40.22 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 96.37 | 32.36 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 96.27 | 35.72 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 95.83 | 28.6 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 95.6 | 30.98 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 95.01 | 49.56 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 94.62 | 21.08 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 94.1 | 44.3 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 91.35 | 26.02 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 90.84 | 14.86 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 85.12 | 27.23 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 82.68 | 50.68 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 73.53 | 14.58 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 60.25 | 4.22 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 42.61 | 2.16 |