Outlier Detection on Synthetic Mixed Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=150
69.42F1 ScoreDF-Phase I
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DF-Phase Icontamination=low2026.01 | 69.42 | 2 | 59.97 | 99.97 | 1.571 | |
| VSCOUTcontamination=low2026.01 | 62.63 | 2.94 | 47.94 | 99.37 | 6.7035 | |
| VAEcontamination=low2026.01 | 48.44 | 3.08 | 37.34 | 76.18 | 1.758 | |
| IForestcontamination=low2026.01 | 42.82 | 7.33 | 29.24 | 100 | 0.0692 | |
| Rank-Phase Icontamination=low2026.01 | 0.5668 | 2.72 | 0.4797 | 0.8493 | 0.0971 | |
| VAEcontamination=low2026.01 | 0.5034 | 4.93 | 0.3545 | 0.9897 | 2.5545 | |
| RMDPcontamination=low2026.01 | 0.4503 | 5.36 | 0.3285 | 0.8904 | 3.6775 | |
| VSCOUTcontamination=low2026.01 | 0.404 | 5.31 | 0.2905 | 0.7928 | 9.8029 | |
| IForestcontamination=low2026.01 | 0.3976 | 7.56 | 0.2709 | 0.9376 | 0.0793 | |
| Zamba-CPcontamination=low2026.01 | 0.0039 | 0.04 | 0.0082 | 0.0026 | 0.8663 | |
| DF-Phase Icontamination=low2026.01 | 0 | 5.06 | 0 | 0 | 1.5671 | |
| Rank-Phase Icontamination=low2026.01 | 0 | 5.27 | 0 | 0 | 0.0969 | |
| Zamba-CPcontamination=low2026.01 | 0 | 0 | 0 | 0 | 0.8582 | |
| RMDPcontamination=low2026.01 | 0 | 0 | 0 | 0 | 3.6633 |