Outlier Detection on Synthetic Transient Mean Shift t (df=5) (500, 250)
0.7497F1 ScoreIForest
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| IForestcontamination_levels=gamma in {0.10, 0.15, 0.20}2026.01 | 0.7497 | 0.0105 | 0.9101 | 0.6602 | 0.0883 | |
| VSCOUTcontamination_levels=gamma in {0.10, 0.15, 0.20}2026.01 | 0.6344 | 0.0269 | 0.7089 | 0.6329 | 19.7778 | |
| Rank-Phase Icontamination_levels=gamma in {0.10, 0.15, 0.20}2026.01 | 0.4998 | 0.0035 | 0.942 | 0.3476 | 0.2046 | |
| VAEcontamination_levels=gamma in {0.10, 0.15, 0.20}2026.01 | 0.2916 | 0.0408 | 0.4041 | 0.2687 | 3.6755 | |
| RMDPcontamination_levels=gamma in {0.10, 0.15, 0.20}2026.01 | 0.0014 | 0.0001 | 0.0344 | 0.0007 | 8.9617 | |
| DF-Phase Icontamination_levels=gamma in {0.10, 0.15, 0.20}2026.01 | 0.0001 | 0.058 | 0.0002 | 0.0001 | 2.9152 | |
| Zamba-CPcontamination_levels=gamma in {0.10, 0.15, 0.20}2026.01 | 0 | 0 | 0 | 0 | 2.1968 |