Time Series Anomaly Detection on Swan (CCE, F1, Aff-F1, UAff-F1, AUC, V-PR)
-7.41CCEKMeans
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KMeansCategory=UTAD-I2025.11 | -7.41 | 6.43 | 11.18 | 6.27 | 30.04 | 81.24 | |
| RandomCategory=UTAD-I2025.11 | -0.27 | 8.65 | 26.68 | -0.69 | 49.79 | 83.9 | |
| A.T.Category=UTAD-II2025.11 | 0.02 | 3.45 | 6.64 | -5.31 | 50.27 | 84.22 | |
| TranADCategory=UTAD-II2025.11 | 0.08 | 15.94 | 18.57 | 5.76 | 65.01 | 91.96 | |
| CATCHCategory=UTAD-II2025.11 | 0.22 | 25.6 | 3.05 | 3.03 | 61.55 | 94.17 | |
| LSTMCategory=UTAD-II2025.11 | 0.38 | 23.98 | 27.41 | 27.11 | 75.24 | 92.63 | |
| M2N2Category=UTAD-II2025.11 | 0.42 | 26.5 | 0.03 | 0.03 | 77.54 | 96.62 | |
| USADCategory=UTAD-II2025.11 | 0.54 | 20.85 | 11.95 | 11.42 | 61.81 | 92.27 | |
| CNNCategory=UTAD-II2025.11 | 0.56 | 24.84 | 15.92 | 15.78 | 72.99 | 93.71 | |
| PCACategory=UTAD-I2025.11 | 1.55 | 24.75 | 2.21 | 2 | 59.62 | 93.45 | |
| OmniCategory=UTAD-II2025.11 | 1.86 | 24.44 | 0.26 | -0.25 | 68.55 | 94.25 | |
| IForestCategory=UTAD-I2025.11 | 5.85 | 18.18 | 11.56 | 5.15 | 66.3 | 85.11 | |
| AECategory=UTAD-II2025.11 | 5.95 | 18.91 | 21.89 | 20.8 | 60.01 | 88.57 | |
| HBOSCategory=UTAD-I2025.11 | 15.92 | 18.01 | 23.08 | 20.14 | 78.82 | 88.77 | |
| SVMCategory=STAD2025.11 | 21.99 | 25.79 | 51.55 | 51.29 | 89.07 | 97.04 | |
| AdaBoostCategory=STAD2025.11 | 27.03 | 25.56 | 41.22 | 41.03 | 80.13 | 92.86 | |
| STANDCategory=STAD2025.11 | 55.53 | 25.57 | 46.98 | 46.65 | 84.76 | 97.19 | |
| ExtraTreesCategory=STAD2025.11 | 57.48 | 41.98 | 74.27 | 73.1 | 95.58 | 97.51 | |
| RFCategory=STAD2025.11 | 62.27 | 45.36 | 81.28 | 80.84 | 96.39 | 97.94 | |
| LightGBMCategory=STAD2025.11 | 67.56 | 25.14 | 46.38 | 46.04 | 94.28 | 97.34 |