Anomaly Detection on Pageblocks
91.4AUC-ROCECOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ECODlabeled data percentage=1%2025.12 | 91.4 | — | |
| FRODlabeled data percentage=1%2025.12 | 90.79 | — | |
| IForestlabeled data percentage=1%2025.12 | 87.39 | — | |
| DeepSVDDlabeled data percentage=1%2025.12 | 87.08 | — | |
| WFRDAlabeled data percentage=1%2025.12 | 84.88 | — | |
| FEAWADlabeled data percentage=1%2025.12 | 81.11 | — | |
| DevNetlabeled data percentage=1%2025.12 | 75.7 | — | |
| PReNetlabeled data percentage=1%2025.12 | 70.56 | — | |
| REPENlabeled data percentage=1%2025.12 | 55.8 | — | |
| DeepSADlabeled data percentage=1%2025.12 | 48.52 | — | |
| MFGADlabeled data percentage=1%2025.12 | 39.44 | — | |
| ECODlabeled outliers=52025.12 | 0.914 | — | |
| IForestlabeled outliers=52025.12 | 0.904 | — | |
| DIFType=Deep Ensemble-based2022.06 | 0.903 | 0.547 | |
| DIF2022.06 | 0.903 | 0.547 | |
| EIF2022.06 | 0.902 | 0.537 | |
| REPENlabeled outliers=52025.12 | 0.902 | — | |
| IF2022.06 | 0.9 | 0.476 | |
| eREPENType=Deep Ensemble-based2022.06 | 0.896 | 0.511 | |
| CODlabeled outliers=52025.12 | 0.889 | — | |
| DeepSADlabeled outliers=52025.12 | 0.888 | — | |
| LeSiNN2022.06 | 0.887 | 0.511 | |
| eDSVDDType=Deep Ensemble-based2022.06 | 0.882 | 0.397 | |
| WFRDAlabeled outliers=52025.12 | 0.868 | — | |
| PID2022.06 | 0.851 | 0.421 | |
| eRDPType=Deep Ensemble-based2022.06 | 0.85 | 0.466 | |
| eRECONType=Deep Ensemble-based2022.06 | 0.829 | 0.542 | |
| DevNetlabeled outliers=52025.12 | 0.8 | — | |
| PReNetlabeled outliers=52025.12 | 0.776 | — | |
| FEAWADlabeled outliers=52025.12 | 0.73 | — | |
| DeepSVDDlabeled outliers=52025.12 | 0.708 | — | |
| SODlabeled outliers=52025.12 | 0.658 | — | |
| CODlabeled_outliers=52025.12 | — | 0.452 | |
| DeepSADlabeled_outliers=52025.12 | — | 0.555 | |
| DeepSVDDlabeled_outliers=52025.12 | — | 0.339 | |
| DevNetlabeled_outliers=52025.12 | — | 0.58 | |
| ECODlabeled_outliers=52025.12 | — | 0.517 | |
| FEAWADlabeled_outliers=52025.12 | — | 0.522 | |
| IForestlabeled_outliers=52025.12 | — | 0.493 | |
| PReNetlabeled_outliers=52025.12 | — | 0.568 | |
| REPENlabeled_outliers=52025.12 | — | 0.538 | |
| SODlabeled_outliers=52025.12 | — | 0.298 | |
| WFRDAlabeled_outliers=52025.12 | — | 0.373 |