Outlier Detection on Synthetic Mixed Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250
0.5855F1 ScoreRank-Phase I
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Rank-Phase Icontamination=low2026.01 | 0.5855 | 2.64 | 0.4955 | 0.8764 | 0.1577 | |
| RMDPcontamination=low2026.01 | 0.5348 | 1.23 | 0.5057 | 0.6904 | 9.6398 | |
| VAEcontamination=low2026.01 | 0.4894 | 5.29 | 0.3411 | 0.9948 | 3.6048 | |
| VSCOUTcontamination=low2026.01 | 0.4379 | 5.18 | 0.3137 | 0.8521 | 13.9198 | |
| IForestcontamination=low2026.01 | 0.4068 | 7.49 | 0.2773 | 0.9591 | 0.0859 | |
| Zamba-CPcontamination=low2026.01 | 0.0002 | 0.11 | 0.0007 | 0.0001 | 2.1502 | |
| DF-Phase Icontamination=low2026.01 | 0 | 5.06 | 0 | 0 | 2.5728 |