Univariate long sequence time-series forecasting on Weather 1-hour granularity (test)
0.117MSEInformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InformerPrediction Length=242020.12 | 0.117 | 0.251 | |
| Informer†Prediction Length=242020.12 | 0.119 | 0.256 | |
| DeepARPrediction Length=242020.12 | 0.128 | 0.274 | |
| LSTMaPrediction Length=242020.12 | 0.131 | 0.254 | |
| LogTransPrediction Length=242020.12 | 0.136 | 0.279 | |
| InformerPrediction Length=482020.12 | 0.178 | 0.318 | |
| Informer†Prediction Length=482020.12 | 0.185 | 0.316 | |
| LSTMaPrediction Length=482020.12 | 0.19 | 0.334 | |
| DeepARPrediction Length=482020.12 | 0.203 | 0.353 | |
| LogTransPrediction Length=482020.12 | 0.206 | 0.356 | |
| ARIMAPrediction Length=242020.12 | 0.219 | 0.355 | |
| ReformerPrediction Length=242020.12 | 0.231 | 0.401 | |
| InformerPrediction Length=1682020.12 | 0.266 | 0.398 | |
| Informer†Prediction Length=1682020.12 | 0.269 | 0.404 | |
| ARIMAPrediction Length=482020.12 | 0.273 | 0.409 | |
| DeepARPrediction Length=1682020.12 | 0.293 | 0.451 | |
| InformerPrediction Length=3362020.12 | 0.297 | 0.416 | |
| ProphetPrediction Length=242020.12 | 0.302 | 0.433 | |
| LogTransPrediction Length=1682020.12 | 0.309 | 0.439 | |
| Informer†Prediction Length=3362020.12 | 0.31 | 0.422 | |
| ReformerPrediction Length=482020.12 | 0.328 | 0.423 | |
| LSTMaPrediction Length=1682020.12 | 0.341 | 0.448 | |
| InformerPrediction Length=7202020.12 | 0.359 | 0.466 | |
| LogTransPrediction Length=3362020.12 | 0.359 | 0.484 | |
| Informer†Prediction Length=7202020.12 | 0.361 | 0.471 | |
| LogTransPrediction Length=7202020.12 | 0.388 | 0.499 | |
| ProphetPrediction Length=482020.12 | 0.445 | 0.536 | |
| LSTMaPrediction Length=3362020.12 | 0.456 | 0.554 | |
| DeepARPrediction Length=7202020.12 | 0.499 | 0.596 | |
| ARIMAPrediction Length=1682020.12 | 0.503 | 0.599 | |
| DeepARPrediction Length=3362020.12 | 0.585 | 0.644 | |
| ReformerPrediction Length=1682020.12 | 0.654 | 0.634 | |
| ARIMAPrediction Length=3362020.12 | 0.728 | 0.73 | |
| LSTMaPrediction Length=7202020.12 | 0.866 | 0.809 | |
| ARIMAPrediction Length=7202020.12 | 1.062 | 0.943 | |
| ReformerPrediction Length=3362020.12 | 1.792 | 1.093 | |
| ProphetPrediction Length=3362020.12 | 1.987 | 2.468 | |
| ReformerPrediction Length=7202020.12 | 2.087 | 1.534 | |
| ProphetPrediction Length=1682020.12 | 2.441 | 1.142 | |
| ProphetPrediction Length=7202020.12 | 3.859 | 1.144 |