Time Series Anomaly Detection on PSM (CCE, F1, Aff-F1, UAff-F1, AUC, V-PR)
66.16F1 ScoreExtraTrees
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ExtraTreesCategory=STAD2025.11 | 66.16 | 50.28 | 78.92 | 73.2 | 92.82 | 83.89 | |
| RFCategory=STAD2025.11 | 64.86 | 44.33 | 76.49 | 69.43 | 90.77 | 80.86 | |
| TimeLAVATime (s)=8.162026.06 | 58 | — | — | — | 77 | — | |
| Isolation ForestTime (s)=1.122026.06 | 51 | — | — | — | 71 | — | |
| LSTMTime (s)=817.132026.06 | 38 | — | — | — | 62 | — | |
| LWCVTime (s)=1852.072026.06 | 34 | — | — | — | 56 | — | |
| LightGBMCategory=STAD2025.11 | 30.53 | 44.21 | 12.18 | 12.18 | 87.36 | 77.24 | |
| AdaBoostCategory=STAD2025.11 | 30.48 | 14.46 | 29.28 | 28.95 | 84.99 | 75.8 | |
| STANDCategory=STAD2025.11 | 30.33 | 46.94 | 29.65 | 29.35 | 90.74 | 83.66 | |
| SVMCategory=STAD2025.11 | 29.8 | 15.66 | 22.34 | 21.81 | 91.93 | 80.46 | |
| DCdetectorTime (s)=4075.592026.06 | 27 | — | — | — | 49 | — | |
| LSTMCategory=UTAD-II2025.11 | 26.86 | 0.6 | 66.48 | 57.44 | 63.88 | 51.85 | |
| CNNCategory=UTAD-II2025.11 | 26.33 | 0.57 | 69.16 | 60.48 | 61.26 | 52.52 | |
| OmniCategory=UTAD-II2025.11 | 21.78 | 3.93 | 23.44 | 23.04 | 64.11 | 44.55 | |
| USADCategory=UTAD-II2025.11 | 21.39 | 1.49 | 46.14 | 44.9 | 61.53 | 46.62 | |
| TranADCategory=UTAD-II2025.11 | 20.09 | 0.23 | 63.5 | 58.4 | 60.54 | 46.85 | |
| PCACategory=UTAD-I2025.11 | 18.77 | 6.56 | 57.93 | 52.38 | 74.13 | 55.01 | |
| A.T.Category=UTAD-II2025.11 | 18.2 | 1.02 | 48.73 | 42.56 | 59.13 | 43.46 | |
| CATCHCategory=UTAD-II2025.11 | 16.85 | 0.62 | 84.85 | 62.92 | 60.65 | 51.99 | |
| M2N2Category=UTAD-II2025.11 | 15.26 | -0.07 | 79.11 | 47.11 | 63.35 | 48.17 | |
| Anomaly TransformerTime (s)=2823.422026.06 | 15 | — | — | — | 48 | — | |
| CATCHTime (s)=1367.472026.06 | 12 | — | — | — | 65 | — | |
| ModernTCNTime (s)=4257.662026.06 | 9 | — | — | — | 59 | — | |
| HBOSCategory=UTAD-I2025.11 | 8.52 | -3.44 | 44.79 | -18.88 | 49.9 | 33.23 | |
| RandomCategory=UTAD-I2025.11 | 8.51 | -0.83 | 67.99 | 5.53 | 50.1 | 32.99 | |
| KMeansCategory=UTAD-I2025.11 | 7.85 | 0.12 | 60.05 | 44.55 | 38.64 | 30.14 | |
| AECategory=UTAD-II2025.11 | 5.19 | 7.78 | 56.5 | 51.07 | 56.5 | 34.9 | |
| IForestCategory=UTAD-I2025.11 | 3.75 | -5.4 | 49.6 | -1.69 | 46.76 | 29.96 | |
| TimeInfTime (s)=350.102026.06 | 2 | — | — | — | 63 | — |