Outlier Detection on Synthetic LogNormal Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250
79.22F1 ScoreVAE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VAEcontamination=low2026.01 | 79.22 | 1.05 | 72.08 | 99.88 | 2.1961 | |
| Rank-Phase Icontamination=low2026.01 | 67.83 | 2.2 | 57.72 | 99.98 | 0.1581 | |
| VSCOUTcontamination=low2026.01 | 50.31 | 4.83 | 36.3 | 96.27 | 8.4695 | |
| IForestcontamination=low2026.01 | 42.82 | 7.33 | 29.24 | 100 | 0.0677 | |
| DF-Phase Icontamination=low2026.01 | 37.48 | 3.55 | 29.82 | 64.96 | 2.6154 | |
| RMDPcontamination=low2026.01 | 34.16 | 10.52 | 21.45 | 100 | 12.5166 | |
| Zamba-CPcontamination=low2026.01 | 1.33 | 0.12 | 3.73 | 1.25 | 2.1299 |