Outlier Detection on Synthetic t-distribution (df=5) low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250
0.6418F1 ScoreRank-Phase I
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Rank-Phase Icontamination=low2026.01 | 0.6418 | 2.38 | 0.5433 | 0.9585 | 0.1577 | |
| RMDPcontamination=low2026.01 | 0.6194 | 0.25 | 0.6977 | 0.6291 | 9.7411 | |
| VAEcontamination=low2026.01 | 0.536 | 4.25 | 0.3851 | 0.9923 | 6.1467 | |
| VSCOUTcontamination=low2026.01 | 0.5179 | 3.34 | 0.3996 | 0.8398 | 11.3769 | |
| IForestcontamination=low2026.01 | 0.4133 | 7.44 | 0.2819 | 0.9686 | 0.0908 | |
| Zamba-CPcontamination=low2026.01 | 0.0017 | 0.08 | 0.0019 | 0.0031 | 2.1502 | |
| DF-Phase Icontamination=low2026.01 | 0 | 5.06 | 0 | 0 | 2.5569 |