Outlier Detection on Breastw (AUC-ROC, AUC-PRC)
99.77AUC-PRCMCM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MCM2026.03 | 99.77 | — | |
| iForest2026.03 | 99.73 | — | |
| KNN2026.03 | 99.62 | — | |
| DisentAD2026.03 | 99.61 | — | |
| DRL2026.03 | 99.45 | — | |
| Best Unsupervisedsource=[9]2025.12 | 99.4 | 99.7 | |
| knn2025.12 | 99.1 | 99.6 | |
| DSVDD2026.03 | 98.94 | — | |
| FUSEselection=cross-validated, homotopy parameters t={0.1, 0.2, ..., 0.9}2025.11 | 97.9 | 99 | |
| Globalselection=cross-validated2025.11 | 97.6 | 98.8 | |
| OFA-TAD2026.03 | 97.4 | — | |
| IFimplementation=scikit-learn, selection=cross-validated2025.11 | 97.1 | 98.7 | |
| LUNAR2026.03 | 96.89 | — | |
| AE2026.03 | 96.7 | — | |
| Localselection=cross-validated2025.11 | 96.1 | 98.7 | |
| LOF2026.03 | 95.32 | — | |
| KDEimplementation=scikit-learn, selection=cross-validated2025.11 | 94.8 | 98.1 | |
| PaLD2025.12 | 93.3 | 96.9 | |
| OCSVMimplementation=scikit-learn, selection=cross-validated2025.11 | 90.8 | 96.2 | |
| LOFimplementation=scikit-learn, selection=cross-validated2025.11 | 35.3 | 49.7 |