Outlier Detection on Synthetic LogNormal Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=150
77.2F1 ScoreVAE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VAEcontamination=low2026.01 | 77.2 | 1.25 | 69.57 | 99.51 | 1.9652 | |
| Rank-Phase Icontamination=low2026.01 | 67.55 | 2.22 | 57.45 | 99.7 | 0.0974 | |
| VSCOUTcontamination=low2026.01 | 47.98 | 5.43 | 34.06 | 96.56 | 6.5718 | |
| IForestcontamination=low2026.01 | 42.82 | 7.33 | 29.24 | 100 | 0.064 | |
| DF-Phase Icontamination=low2026.01 | 38.25 | 3.52 | 30.49 | 65.98 | 1.5651 | |
| RMDPcontamination=low2026.01 | 21.52 | 20.86 | 12.42 | 100 | 3.6044 | |
| Zamba-CPcontamination=low2026.01 | 1.74 | 0.21 | 5.95 | 1.46 | 0.8605 |