Outlier Detection on cardio (historical)
94.3AUROCOC-SVM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OC-SVMRelease Year=20012025.07 | 94.3 | 57.1 | |
| UniODMode=Ours2025.07 | 93.77 | 57.63 | |
| ECODRelease Year=20222025.07 | 93.5 | 56.74 | |
| IFRelease Year=20082025.07 | 91.25 | 52.6 | |
| kNNRelease Year=20002025.07 | 90.99 | 51.18 | |
| AERelease Year=20062025.07 | 89.81 | 43.13 | |
| DSVDDRelease Year=20182025.07 | 88.94 | 46.35 | |
| LODARelease Year=20162025.07 | 88.48 | 47.62 | |
| KDERelease Year=19622025.07 | 83.9 | 36.47 | |
| LOFRelease Year=20002025.07 | 83.6 | 28.77 | |
| DTE-NPRelease Year=20242025.07 | 74.34 | 35.49 | |
| DPADRelease Year=20242025.07 | 73.23 | 30.85 | |
| KPCA + MLP2025.07 | 66.37 | 23.86 | |
| MetaODRelease Year=20212025.07 | 56.44 | 18.95 | |
| SLADRelease Year=20232025.07 | 47.82 | 19.69 | |
| NeutralADRelease Year=20212025.07 | 47.68 | 11.93 | |
| ICLRelease Year=20222025.07 | 26.99 | 6.14 |