Time-Series Anomaly Detection on PSM (A-P, R-A-P, V-PR)
0.468A-P (AUC-PR)PCA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PCA2024.10 | 0.468 | 0.423 | 0.423 | |
| AE2024.10 | 0.465 | 0.42 | 0.42 | |
| CATCH2024.10 | 0.434 | 0.435 | 0.436 | |
| Ocsvm2024.10 | 0.418 | 0.369 | 0.37 | |
| DualTF2024.10 | 0.411 | 0.353 | 0.354 | |
| HBOS2024.10 | 0.394 | 0.369 | 0.37 | |
| TsNet2024.10 | 0.391 | 0.395 | 0.395 | |
| Modern2024.10 | 0.385 | 0.383 | 0.384 | |
| iTrans2024.10 | 0.383 | 0.386 | 0.387 | |
| Patch2024.10 | 0.378 | 0.379 | 0.38 | |
| NLin2024.10 | 0.376 | 0.378 | 0.379 | |
| DLin2024.10 | 0.371 | 0.372 | 0.373 | |
| IF2024.10 | 0.334 | 0.334 | 0.334 | |
| ATrans2024.10 | 0.298 | 0.293 | 0.293 | |
| DC2024.10 | 0.281 | 0.283 | 0.283 | |
| TFAD2024.10 | 0.279 | 0.291 | 0.291 |