Outlier Detection on Synthetic t-distribution df=5 low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=150
63.96F1 ScoreRMDP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RMDPcontamination=low2026.01 | 63.96 | 1.46 | 56.62 | 81.23 | 3.7634 | |
| Rank-Phase Icontamination=low2026.01 | 59.55 | 2.59 | 50.38 | 89.25 | 0.0971 | |
| VAEcontamination=low2026.01 | 53.06 | 4.29 | 38.12 | 98.32 | 2.5903 | |
| VSCOUTcontamination=low2026.01 | 45.62 | 3.64 | 35.04 | 76.32 | 9.8595 | |
| IForestcontamination=low2026.01 | 40.62 | 7.5 | 27.69 | 95.62 | 0.0784 | |
| DF-Phase Icontamination=low2026.01 | 0.01 | 5.06 | 0.01 | 0.04 | 1.5531 | |
| Zamba-CPcontamination=low2026.01 | 0 | 0 | 0 | 0 | 0.8517 |