Outlier Detection on Synthetic Normal Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=150
0.9975F1 ScoreRMDP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RMDPcontamination=low2026.01 | 0.9975 | 0 | 1 | 0.9953 | 3.8525 | |
| Rank-Phase Icontamination=low2026.01 | 0.6781 | 0.022 | 0.5771 | 0.9997 | 0.0972 | |
| VSCOUTcontamination=low2026.01 | 0.6035 | 0.0262 | 0.478 | 0.9173 | 6.7294 | |
| VAEcontamination=low2026.01 | 0.5651 | 0.0378 | 0.4115 | 0.9989 | 1.9419 | |
| IForestcontamination=low2026.01 | 0.4266 | 0.0735 | 0.2912 | 0.997 | 0.0677 | |
| Zamba-CPcontamination=low2026.01 | 0.003 | 0.001 | 0.0078 | 0.0033 | 0.8585 | |
| DF-Phase Icontamination=low2026.01 | 0 | 0.0507 | 0 | 0 | 1.6057 |