Univariate Time Series Forecasting on ETTh1 (test)
0.0436MSEQuery Selector
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Query SelectorPrediction length=242021.07 | 0.0436 | — | — | 0.1616 | 0.445 | |
| TransformerPrediction length=242021.07 | 0.0548 | — | — | 0.183 | — | |
| MSHyperPrediction Length=962024.10 | 0.056 | — | — | 0.181 | — | |
| PatchTSTPrediction Length=962024.10 | 0.056 | — | — | 0.181 | — | |
| DLinearPrediction Length=962024.10 | 0.056 | — | — | 0.18 | — | |
| Ada-MSHyperPrediction Length=962024.10 | 0.057 | — | — | 0.173 | — | |
| TimeMixerPrediction Length=962024.10 | 0.057 | — | — | 0.181 | — | |
| iTransformerPrediction Length=962024.10 | 0.059 | — | — | 0.185 | — | |
| AutoformerPrediction Length=962024.10 | 0.071 | — | — | 0.206 | — | |
| DLinearPrediction Length=1922024.10 | 0.071 | — | — | 0.204 | — | |
| Ada-MSHyperPrediction Length=1922024.10 | 0.072 | — | — | 0.198 | — | |
| TimeMixerPrediction Length=1922024.10 | 0.072 | — | — | 0.204 | — | |
| Query SelectorPrediction length=482021.07 | 0.0721 | — | — | 0.2118 | 0.456 | |
| iTransformerPrediction Length=1922024.10 | 0.073 | — | — | 0.208 | — | |
| TransformerPrediction length=482021.07 | 0.074 | — | — | 0.2144 | — | |
| CrossformerPrediction Length=962024.10 | 0.076 | — | — | 0.216 | — | |
| MSHyperPrediction Length=1922024.10 | 0.076 | — | — | 0.211 | — | |
| PatchTSTPrediction Length=1922024.10 | 0.076 | — | — | 0.21 | — | |
| FEDformerPrediction Length=962024.10 | 0.079 | — | — | 0.215 | — | |
| GTTmode=zero-shot, type=univariate, feature=OT, averaged prediction lengths=96, 192, 336, 7202024.02 | 0.084 | — | — | 0.222 | — | |
| CrossformerPrediction Length=1922024.10 | 0.085 | — | — | 0.225 | — | |
| Query SelectorPrediction length=1682021.07 | 0.0935 | — | — | 0.2371 | 0.511 | |
| InformerPrediction length=242021.07 | 0.098 | — | — | 0.247 | — | |
| PyraformerPrediction Length=962024.10 | 0.099 | — | — | 0.277 | — | |
| FEDformerPrediction Length=1922024.10 | 0.104 | — | — | 0.245 | — | |
| TransformerPrediction length=1682021.07 | 0.1049 | — | — | 0.2539 | — | |
| AutoformerPrediction Length=1922024.10 | 0.114 | — | — | 0.262 | — | |
| Query SelectorPrediction length=3362021.07 | 0.1267 | — | — | 0.2844 | 0.571 | |
| TransformerPrediction length=3362021.07 | 0.1541 | — | — | 0.3201 | — | |
| InformerPrediction length=482021.07 | 0.158 | — | — | 0.319 | — | |
| PyraformerPrediction Length=1922024.10 | 0.174 | — | — | 0.346 | — | |
| InformerPrediction length=1682021.07 | 0.183 | — | — | 0.346 | — | |
| ForecastPFNmode=zero-shot, type=univariate, feature=OT, averaged prediction lengths=96, 192, 336, 7202024.02 | 0.19 | — | — | 0.35 | — | |
| InformerPrediction Length=962024.10 | 0.193 | — | — | 0.377 | — | |
| Query SelectorPrediction length=7202021.07 | 0.2136 | — | — | 0.373 | 0.794 | |
| InformerPrediction Length=1922024.10 | 0.217 | — | — | 0.395 | — | |
| InformerPrediction length=3362021.07 | 0.222 | — | — | 0.387 | — | |
| TransformerPrediction length=7202021.07 | 0.2501 | — | — | 0.4213 | — | |
| InformerPrediction length=7202021.07 | 0.269 | — | — | 0.435 | — | |
| GTTZero-shot=true, Prediction Length=96, Target Feature=OT2024.02 | — | 0.203 | 15.3 | — | — | |
| PreDcTZero-shot=true, Prediction Length=96, Target Feature=OT2024.02 | — | 0.672 | 37.8 | — | — |