Outlier Detection on fault ADBench
90.55AUROCKPCA+MLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.07 | 90.55 | 84.08 | |
| KPCA+MLPAggregation=Average over 5 runs2025.07 | 90.55 | 84.08 | |
| DTE-NPhyperparameter tuning=true, cross-validation=true2025.07 | 73.44 | 53.77 | |
| DTE-NPAggregation=Average over 5 runs2025.07 | 73.44 | 53.77 | |
| KDEhyperparameter tuning=true, cross-validation=true2025.07 | 73.05 | 54.57 | |
| KDEAggregation=Average over 5 runs2025.07 | 73.05 | 54.57 | |
| SLADhyperparameter tuning=true, cross-validation=true2025.07 | 71.83 | 53.04 | |
| SLADAggregation=Average over 5 runs2025.07 | 71.83 | 53.04 | |
| kNNhyperparameter tuning=true, cross-validation=true2025.07 | 71.46 | 52.08 | |
| kNNAggregation=Average over 5 runs2025.07 | 71.46 | 52.08 | |
| UniODhyperparameter tuning=true, cross-validation=true2025.07 | 69.6 | 49.1 | |
| UniODAggregation=Average over 5 runs2025.07 | 69.6 | 49.1 | |
| NeutralADhyperparameter tuning=true, cross-validation=true2025.07 | 67.35 | 47.69 | |
| NeutralADAggregation=Average over 5 runs2025.07 | 67.35 | 47.69 | |
| DPADhyperparameter tuning=true, cross-validation=true2025.07 | 66.77 | 47.89 | |
| DPADAggregation=Average over 5 runs2025.07 | 66.77 | 47.89 | |
| AEhyperparameter tuning=true, cross-validation=true2025.07 | 66.25 | 48.16 | |
| AEAggregation=Average over 5 runs2025.07 | 66.25 | 48.16 | |
| LOFhyperparameter tuning=true, cross-validation=true2025.07 | 59.59 | 40.22 | |
| MetaODhyperparameter tuning=true, cross-validation=true2025.07 | 57.21 | 42.77 | |
| MetaODAggregation=Average over 5 runs2025.07 | 57.21 | 42.77 | |
| IFhyperparameter tuning=true, cross-validation=true2025.07 | 56.15 | 41.34 | |
| ICLhyperparameter tuning=true, cross-validation=true2025.07 | 55.29 | 39.29 | |
| ICLAggregation=Average over 5 runs2025.07 | 55.29 | 39.29 | |
| OC-SVMhyperparameter tuning=true, cross-validation=true2025.07 | 53.95 | 39.26 | |
| MLP+TFAggregation=Average over 5 runs2025.07 | 53 | 36.42 | |
| DSVDDhyperparameter tuning=true, cross-validation=true2025.07 | 48.94 | 33.39 | |
| DSVDDAggregation=Average over 5 runs2025.07 | 48.94 | 33.39 | |
| ECODhyperparameter tuning=true, cross-validation=true2025.07 | 46.87 | 32.57 | |
| ECODAggregation=Average over 5 runs2025.07 | 46.87 | 32.57 | |
| LODAhyperparameter tuning=true, cross-validation=true2025.07 | 41.56 | 30.1 |