Outlier Detection on Synthetic Normal Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250
76.36F1 ScoreRMDP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RMDPcontamination=low2026.01 | 76.36 | 0 | 78.22 | 75.29 | 9.731 | |
| Rank-Phase Icontamination=low2026.01 | 67.85 | 2.2 | 57.74 | 100 | 0.1578 | |
| VSCOUTcontamination=low2026.01 | 61.22 | 2.73 | 47.92 | 94.74 | 8.5476 | |
| VAEcontamination=low2026.01 | 55.68 | 3.93 | 40.3 | 99.88 | 2.2095 | |
| IForestcontamination=low2026.01 | 42.74 | 7.34 | 29.18 | 99.88 | 0.0704 | |
| DF-Phase Icontamination=low2026.01 | 0 | 5.07 | 0 | 0 | 2.6697 | |
| Zamba-CPcontamination=low2026.01 | 0 | 0 | 0 | 0 | 2.1385 |