Outlier Detection on Synthetic Multimodal Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250
69.43F1 ScoreDF-Phase I
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DF-Phase Icontamination=low2026.01 | 69.43 | 2 | 59.98 | 99.97 | 2.5746 | |
| VSCOUTcontamination=low2026.01 | 62.23 | 3.07 | 47.48 | 99.92 | 7.5452 | |
| VAEcontamination=low2026.01 | 51.72 | 2.98 | 39.89 | 81.2 | 1.9427 | |
| IForestcontamination=low2026.01 | 42.82 | 7.33 | 29.24 | 100 | 0.0706 | |
| Rank-Phase Icontamination=low2026.01 | 0 | 5.27 | 0 | 0 | 0.1577 | |
| Zamba-CPcontamination=low2026.01 | 0 | 0 | 0 | 0 | 2.1383 | |
| RMDPcontamination=low2026.01 | 0 | 0 | 0 | 0 | 9.7407 |