Outlier Detection on Pima (ROC AUC)
0.724ROC AUCKNN
Evaluation Results
| Method | Links | |
|---|---|---|
| KNNvalidation=5-fold cross-validation2025.10 | 0.724 | |
| KPCAvalidation=5-fold cross-validation2025.10 | 0.723 | |
| KDEvalidation=5-fold cross-validation2025.10 | 0.716 | |
| Two-Stage LKPLO (SVM-like)validation=5-fold cross-validation2025.10 | 0.711 | |
| WRPOvalidation=5-fold cross-validation2025.10 | 0.704 | |
| OCSVMvalidation=5-fold cross-validation2025.10 | 0.698 | |
| KODvalidation=5-fold cross-validation2025.10 | 0.697 | |
| RPDvalidation=5-fold cross-validation2025.10 | 0.695 | |
| KRPDvalidation=5-fold cross-validation2025.10 | 0.691 | |
| CBLOFvalidation=5-fold cross-validation2025.10 | 0.686 | |
| IForestvalidation=5-fold cross-validation2025.10 | 0.684 | |
| LOFvalidation=5-fold cross-validation2025.10 | 0.663 | |
| Two-Stage LKPLO (Robust-Z)validation=5-fold cross-validation2025.10 | 0.041 |