Outlier Detection on Ionosphere
90.4APLUNAR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LUNARlabeled outliers=52025.12 | 90.4 | — | — | |
| DIFlabeled outliers=52025.12 | 86.8 | — | — | |
| GDOFlabeled outliers=52025.12 | 78.9 | — | — | |
| REPENlabeled outliers=52025.12 | 77.7 | — | — | |
| DeepSADlabeled outliers=52025.12 | 76.4 | — | — | |
| DeepSVDDlabeled data ratio=1%2025.12 | 71.05 | — | — | |
| FRODlabeled data ratio=1%2025.12 | 70.88 | — | — | |
| DeepSADlabeled data ratio=1%2025.12 | 67.57 | — | — | |
| WFRDAlabeled data ratio=1%2025.12 | 66.79 | — | — | |
| REPENlabeled data ratio=1%2025.12 | 66.62 | — | — | |
| WFRDAlabeled outliers=52025.12 | 65.5 | — | — | |
| ECODlabeled data ratio=1%2025.12 | 64.53 | — | — | |
| ECODlabeled outliers=52025.12 | 63.8 | — | — | |
| DevNetlabeled outliers=52025.12 | 61.1 | — | — | |
| PReNetlabeled outliers=52025.12 | 59.9 | — | — | |
| DeepSVDDlabeled outliers=52025.12 | 58.9 | — | — | |
| FEAWADlabeled outliers=52025.12 | 58.5 | — | — | |
| FEAWADlabeled data ratio=1%2025.12 | 55.09 | — | — | |
| PReNetlabeled data ratio=1%2025.12 | 48.26 | — | — | |
| MFGADlabeled data ratio=1%2025.12 | 47.48 | — | — | |
| IForestlabeled data ratio=1%2025.12 | 46.98 | — | — | |
| DevNetlabeled data ratio=1%2025.12 | 46.61 | — | — | |
| AE2026.03 | — | — | 96.95 | |
| CODlabeled_outliers=52025.12 | — | — | 66.9 | |
| DeepSADlabeled data percentage=1%2025.12 | — | 77.88 | — | |
| DeepSADlabeled_outliers=52025.12 | — | — | 76.4 | |
| DeepSVDDlabeled data percentage=1%2025.12 | — | 77.85 | — | |
| DeepSVDDlabeled_outliers=52025.12 | — | — | 58.9 | |
| DevNetlabeled data percentage=1%2025.12 | — | 52.41 | — | |
| DevNetlabeled_outliers=52025.12 | — | — | 61.1 | |
| DisentAD2026.03 | — | — | 97.65 | |
| DRL2026.03 | — | — | 97.74 | |
| DSVDD2026.03 | — | — | 90.66 | |
| ECODlabeled data percentage=1%2025.12 | — | 72.84 | — | |
| ECODlabeled_outliers=52025.12 | — | — | 63.8 | |
| FEAWADlabeled data percentage=1%2025.12 | — | 61.5 | — | |
| FEAWADlabeled_outliers=52025.12 | — | — | 58.5 | |
| FRODlabeled data percentage=1%2025.12 | — | 80.93 | — | |
| iForest2026.03 | — | — | 85.59 | |
| IForestlabeled data percentage=1%2025.12 | — | 61.74 | — | |
| IForestlabeled_outliers=52025.12 | — | — | 78 | |
| KNN2026.03 | — | — | 95.9 | |
| LOF2026.03 | — | — | 86.07 | |
| LUNAR2026.03 | — | — | 97 | |
| MCM2026.03 | — | — | 97.72 | |
| MFGADlabeled data percentage=1%2025.12 | — | 47.92 | — | |
| OFA-TAD2026.03 | — | — | 97.42 | |
| PReNetlabeled data percentage=1%2025.12 | — | 53.56 | — | |
| PReNetlabeled_outliers=52025.12 | — | — | 59.9 | |
| REPENlabeled data percentage=1%2025.12 | — | 77.05 | — | |
| REPENlabeled_outliers=52025.12 | — | — | 77.7 | |
| SODlabeled_outliers=52025.12 | — | — | 89.6 | |
| WFRDAlabeled data percentage=1%2025.12 | — | 78.52 | — | |
| WFRDAlabeled_outliers=52025.12 | — | — | 65.5 |