Outlier Detection on PageBlocks ADBench
92.08AUROCkNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 92.08 | 56.83 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 91.63 | 52.12 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 91.39 | 51.99 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 90.66 | 53.98 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 90.37 | 50.74 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 89.72 | 51.98 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 89.54 | 51.11 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 89.52 | 48.81 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 88.2 | 46.2 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 85.05 | 47.06 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 84.17 | 32.69 | |
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 76.26 | 30.61 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 75.99 | 29.08 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 74.08 | 36.85 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 67.94 | 27.73 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 62.34 | 31.58 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 52.7 | 11.82 |