Outlier Detection on Ionosphere (AUC)
0.94AUCKPCA
Evaluation results
| Method | Links | |
|---|---|---|
| KPCAvalidation=5-fold cross-validation2025.10 | 0.94 | |
| KDEvalidation=5-fold cross-validation2025.10 | 0.937 | |
| OCSVMvalidation=5-fold cross-validation2025.10 | 0.934 | |
| KRPDvalidation=5-fold cross-validation2025.10 | 0.934 | |
| KNNvalidation=5-fold cross-validation2025.10 | 0.93 | |
| LUNARLabeled Outliers=52025.12 | 0.915 | |
| LOFvalidation=5-fold cross-validation2025.10 | 0.903 | |
| DIFLabeled Outliers=52025.12 | 0.9 | |
| KODvalidation=5-fold cross-validation2025.10 | 0.877 | |
| CBLOFvalidation=5-fold cross-validation2025.10 | 0.869 | |
| RPDvalidation=5-fold cross-validation2025.10 | 0.863 | |
| Two-Stage LKPLO (Robust-Z)validation=5-fold cross-validation2025.10 | 0.862 | |
| Two-Stage LKPLO (SVM-like)validation=5-fold cross-validation2025.10 | 0.862 | |
| GDOFLabeled Outliers=52025.12 | 0.853 | |
| IForestvalidation=5-fold cross-validation2025.10 | 0.85 | |
| REPENLabeled Outliers=52025.12 | 0.846 | |
| WRPOvalidation=5-fold cross-validation2025.10 | 0.823 | |
| DeepSADLabeled Outliers=52025.12 | 0.818 | |
| WFRDALabeled Outliers=52025.12 | 0.784 | |
| DeepSVDDLabeled Outliers=52025.12 | 0.77 | |
| ECODLabeled Outliers=52025.12 | 0.728 | |
| DevNetLabeled Outliers=52025.12 | 0.637 | |
| FEAWADLabeled Outliers=52025.12 | 0.617 | |
| PReNetLabeled Outliers=52025.12 | 0.597 |