Univariate Time Series Forecasting on ETTm1 (test)
0.0139MSEQuery Selector
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Query SelectorPrediction length=242021.07 | 0.0139 | — | — | 0.087 | 46.3 | |
| TransformerPrediction length=242021.07 | 0.0143 | — | — | 0.0894 | — | |
| InformerPrediction length=242021.07 | 0.03 | — | — | 0.137 | — | |
| TransformerPrediction length=482021.07 | 0.0328 | — | — | 0.1388 | — | |
| Query SelectorPrediction length=482021.07 | 0.0342 | — | — | 0.1408 | 47.5 | |
| InformerPrediction length=482021.07 | 0.069 | — | — | 0.203 | — | |
| TransformerPrediction length=962021.07 | 0.0695 | — | — | 0.2085 | — | |
| Query SelectorPrediction length=962021.07 | 0.0702 | — | — | 0.21 | 35.8 | |
| TransformerPrediction length=2882021.07 | 0.1316 | — | — | 0.2948 | — | |
| Query SelectorPrediction length=2882021.07 | 0.1548 | — | — | 0.324 | 32.8 | |
| TransformerPrediction length=6722021.07 | 0.1728 | — | — | 0.3437 | — | |
| Query SelectorPrediction length=6722021.07 | 0.1735 | — | — | 0.3427 | 33.8 | |
| InformerPrediction length=962021.07 | 0.194 | — | — | 0.203 | — | |
| InformerPrediction length=2882021.07 | 0.401 | — | — | 0.554 | — | |
| InformerPrediction length=6722021.07 | 0.512 | — | — | 0.644 | — | |
| GTTZero-shot=true, Prediction Length=96, Target Feature=OT2024.02 | — | 0.129 | 0.096 | — | — | |
| PreDcTZero-shot=true, Prediction Length=96, Target Feature=OT2024.02 | — | 0.591 | 0.31 | — | — |