Time Series Anomaly Detection on Water
0.32CCETranAD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TranADCategory=UTAD-II2025.11 | 0.32 | 6.2 | 50.82 | 13.96 | 52.11 | 6.51 | |
| M2N2Category=UTAD-II2025.11 | 0.65 | 22.13 | 84.87 | 63.64 | 91.91 | 37.77 | |
| RandomCategory=UTAD-I2025.11 | 0.72 | 1.53 | 63.75 | -3.53 | 50.32 | 3.57 | |
| CATCHCategory=UTAD-II2025.11 | 0.88 | 18.98 | 81.54 | 54.51 | 91.28 | 27.36 | |
| AECategory=UTAD-II2025.11 | 1.76 | 5.68 | 54.44 | 22.81 | 50.71 | 2.36 | |
| A.T.Category=UTAD-II2025.11 | 1.91 | 3.29 | 71.44 | 30.1 | 65.94 | 5.02 | |
| CNNCategory=UTAD-II2025.11 | 2.62 | 3.96 | 44.78 | 9.19 | 54.04 | 2.55 | |
| LSTMCategory=UTAD-II2025.11 | 2.62 | 8.63 | 54.09 | 12.65 | 60.35 | 5.84 | |
| USADCategory=UTAD-II2025.11 | 3.21 | 9.35 | 41.21 | 13.84 | 71.66 | 6.27 | |
| OmniCategory=UTAD-II2025.11 | 3.23 | 9.3 | 41.19 | 5.74 | 74.37 | 6.44 | |
| PCACategory=UTAD-I2025.11 | 11.38 | 18.03 | 62.58 | 47.28 | 90.68 | 17.92 | |
| IForestCategory=UTAD-I2025.11 | 12.35 | 8.11 | 60.59 | 19.21 | 79.1 | 10.09 | |
| HBOSCategory=UTAD-I2025.11 | 16.45 | 8.16 | 65.15 | 9.51 | 82.93 | 11.87 | |
| KMeansCategory=UTAD-I2025.11 | 28.38 | 17.89 | 72.45 | 46.33 | 92.85 | 24.01 | |
| AdaBoostCategory=STAD2025.11 | 47.29 | 32.58 | 92.36 | 82.25 | 98.83 | 88.42 | |
| SVMCategory=STAD2025.11 | 51.56 | 32.48 | 98.42 | 96.81 | 98.55 | 82.8 | |
| RFCategory=STAD2025.11 | 70.84 | 39.31 | 81.52 | 78.35 | 93.55 | 55.41 | |
| LightGBMCategory=STAD2025.11 | 71.07 | 73.33 | 82.77 | 79.06 | 94.11 | 54.01 | |
| STANDCategory=STAD2025.11 | 84.44 | 34.01 | 96.61 | 93.41 | 99.62 | 95.38 | |
| ExtraTreesCategory=STAD2025.11 | 92.52 | 35.8 | 98.42 | 96.62 | 99.76 | 93.93 |