Outlier Detection on Arrhythmia (AUC-ROC)
82AUC-ROCGDOF
Evaluation results
| Method | Links | |
|---|---|---|
| GDOFLabeled Outliers=52025.12 | 82 | |
| Two-Stage LKPLO (SVM-like)validation=5-fold cross-validation2025.10 | 81.3 | |
| CODlabeled outliers=52025.12 | 81.1 | |
| IForestvalidation=5-fold cross-validation2025.10 | 81 | |
| ECODlabeled outliers=52025.12 | 80.7 | |
| ECODLabeled Outliers=52025.12 | 80.7 | |
| DIFLabeled Outliers=52025.12 | 80 | |
| IForestlabeled outliers=52025.12 | 79.8 | |
| LUNARLabeled Outliers=52025.12 | 79.8 | |
| Two-Stage LKPLO (Robust-Z)validation=5-fold cross-validation2025.10 | 79.4 | |
| KODvalidation=5-fold cross-validation2025.10 | 78.2 | |
| CBLOFvalidation=5-fold cross-validation2025.10 | 78.1 | |
| KNNvalidation=5-fold cross-validation2025.10 | 77.5 | |
| KPCAvalidation=5-fold cross-validation2025.10 | 77.1 | |
| OCSVMvalidation=5-fold cross-validation2025.10 | 76.9 | |
| LOFvalidation=5-fold cross-validation2025.10 | 76.6 | |
| KRPDvalidation=5-fold cross-validation2025.10 | 76.5 | |
| RPDvalidation=5-fold cross-validation2025.10 | 76.2 | |
| REPENlabeled outliers=52025.12 | 75.9 | |
| REPENLabeled Outliers=52025.12 | 75.9 | |
| WRPOvalidation=5-fold cross-validation2025.10 | 75.8 | |
| WFRDAlabeled outliers=52025.12 | 75.5 | |
| WFRDALabeled Outliers=52025.12 | 75.5 | |
| KDEvalidation=5-fold cross-validation2025.10 | 74.2 | |
| SODlabeled outliers=52025.12 | 73.1 | |
| FEAWADlabeled outliers=52025.12 | 63.4 | |
| FEAWADLabeled Outliers=52025.12 | 63.4 | |
| PReNetlabeled outliers=52025.12 | 62.6 | |
| PReNetLabeled Outliers=52025.12 | 62.6 | |
| DeepSVDDlabeled outliers=52025.12 | 61.9 | |
| DeepSVDDLabeled Outliers=52025.12 | 61.9 | |
| DeepSADlabeled outliers=52025.12 | 61.2 | |
| DeepSADLabeled Outliers=52025.12 | 61.2 | |
| DevNetlabeled outliers=52025.12 | 59.6 | |
| DevNetLabeled Outliers=52025.12 | 59.6 |