Anomaly Detection on PSM
99.6F1 ScoreMutual Info
Evaluation Results
| Method | Links | |
|---|---|---|
| Mutual InfoBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 99.6 | |
| THOC2023.07 | 98.54 | |
| Anomaly Transformer2023.07 | 97.89 | |
| TimesNet2023.07 | 97.47 | |
| Stationary Transformer2023.07 | 97.29 | |
| Non-stationary TransformerYear=2022c2026.02 | 97.29 | |
| LightTS2023.07 | 97.15 | |
| Random DropoutBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 96.2 | |
| PatchTSTYear=2023b2026.02 | 96.08 | |
| PCA-TriageBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 95.9 | |
| iTransformerYear=2024b2026.02 | 95.17 | |
| MAS4TS2026.02 | 95.04 | |
| FITS2023.07 | 93.96 | |
| Dlinear2023.07 | 93.55 | |
| DLinearYear=20232026.02 | 93.55 | |
| AutoformerYear=20212026.02 | 93.29 | |
| TiDEYear=20232026.02 | 92.5 | |
| ThresholdBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 92.5 | |
| ETSformerYear=20222026.02 | 91.76 | |
| VarianceBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 90.3 | |
| UniformBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 89.7 | |
| IForest2023.07 | 83.48 | |
| PyraformerYear=2022b2026.02 | 82.08 | |
| Omni Anomaly2023.07 | 80.83 | |
| Anomaly TransformerYear=20212026.02 | 79.4 | |
| InformerYear=20212026.02 | 77.1 | |
| TransformerYear=20172026.02 | 76.07 | |
| ReformerYear=20202026.02 | 73.61 | |
| OCSVM2023.07 | 70.67 | |
| IMP2023.07 | -3.93 |