Outlier Detection on Cardio (AUC-ROC)
97.2AUC-ROCKRPD
Evaluation results
| Method | Links | |
|---|---|---|
| KRPDvalidation=5-fold cross-validation2025.10 | 97.2 | |
| KODvalidation=5-fold cross-validation2025.10 | 95.8 | |
| KDEvalidation=5-fold cross-validation2025.10 | 95.1 | |
| OCSVMvalidation=5-fold cross-validation2025.10 | 94.8 | |
| KPCAvalidation=5-fold cross-validation2025.10 | 94.1 | |
| RPDvalidation=5-fold cross-validation2025.10 | 93.9 | |
| Two-Stage LKPLO (SVM-like)validation=5-fold cross-validation2025.10 | 93.7 | |
| ECODlabeled outliers=52025.12 | 93.5 | |
| WRPOvalidation=5-fold cross-validation2025.10 | 93.1 | |
| IForestlabeled outliers=52025.12 | 92.7 | |
| IForestvalidation=5-fold cross-validation2025.10 | 92.6 | |
| WFRDAlabeled outliers=52025.12 | 91.4 | |
| KNNvalidation=5-fold cross-validation2025.10 | 89.2 | |
| REPENlabeled outliers=52025.12 | 88.9 | |
| CODlabeled outliers=52025.12 | 87.1 | |
| CBLOFvalidation=5-fold cross-validation2025.10 | 85.4 | |
| Two-Stage LKPLO (Robust-Z)validation=5-fold cross-validation2025.10 | 84.6 | |
| FEAWADlabeled outliers=52025.12 | 79.5 | |
| PReNetlabeled outliers=52025.12 | 77.6 | |
| DevNetlabeled outliers=52025.12 | 77.5 | |
| LOFvalidation=5-fold cross-validation2025.10 | 73.6 | |
| DeepSADlabeled outliers=52025.12 | 73.3 | |
| SODlabeled outliers=52025.12 | 63.4 | |
| DeepSVDDlabeled outliers=52025.12 | 52.2 |