Time Series Anomaly Detection on Orion Suite (NASA, YAHOO, NAB, UCR) (test)
58.4MSL ScoreTadGAN
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TadGANtype=Reconstruction-based2022.12 | 58.4 | 61.7 | 53.3 | 84.2 | 39.1 | 29.7 | 57.1 | 67.7 | 72 | 58.1 | 58.8 | 16.2 | 54.7 | |
| AERhybrid_model=Prediction and Reconstruction-based2022.12 | 54.1 | 77.2 | 77.2 | 95.9 | 89.6 | 72.2 | 61.5 | 83.5 | 62.1 | 60.6 | 58.5 | 47 | 68.3 | |
| LSTM-VAEtype=Reconstruction-based2022.12 | 52.6 | 65.3 | 57.5 | 82.3 | 43.2 | 24 | 66.7 | 70 | 64.3 | 48.3 | 59 | 31.7 | 55.4 | |
| LSTM-DTtype=Prediction-based2022.12 | 51.5 | 70.7 | 72.1 | 98 | 74.4 | 63.8 | 40 | 51.3 | 74.1 | 66.7 | 58 | 39.1 | 63.3 | |
| LSTM-AEtype=Reconstruction-based2022.12 | 50 | 70.5 | 61 | 86.6 | 42 | 25.3 | 54.5 | 75 | 69.2 | 45.7 | 48.3 | 31.4 | 55 | |
| ARIMAtype=Prediction-based2022.12 | 44.2 | 33.3 | 73.3 | 80.7 | 81.8 | 70 | 35.3 | 51.8 | 74.1 | 50 | 56.7 | 12.4 | 55.3 |