Univariate long sequence time-series forecasting on ETTm1 15-minute granularity (test)
0.03MSEInformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InformerPrediction Length=242020.12 | 0.03 | 0.137 | |
| Informer†Prediction Length=242020.12 | 0.034 | 0.16 | |
| LogTransPrediction Length=242020.12 | 0.065 | 0.202 | |
| Informer†Prediction Length=482020.12 | 0.066 | 0.194 | |
| InformerPrediction Length=482020.12 | 0.069 | 0.203 | |
| LogTransPrediction Length=482020.12 | 0.078 | 0.22 | |
| ARIMAPrediction Length=242020.12 | 0.09 | 0.206 | |
| DeepARPrediction Length=242020.12 | 0.091 | 0.243 | |
| ReformerPrediction Length=242020.12 | 0.095 | 0.228 | |
| ProphetPrediction Length=242020.12 | 0.12 | 0.29 | |
| LSTMaPrediction Length=242020.12 | 0.121 | 0.233 | |
| ProphetPrediction Length=482020.12 | 0.133 | 0.305 | |
| ARIMAPrediction Length=482020.12 | 0.179 | 0.306 | |
| Informer†Prediction Length=962020.12 | 0.187 | 0.384 | |
| InformerPrediction Length=962020.12 | 0.194 | 0.372 | |
| ProphetPrediction Length=962020.12 | 0.194 | 0.396 | |
| LogTransPrediction Length=962020.12 | 0.199 | 0.386 | |
| DeepARPrediction Length=482020.12 | 0.219 | 0.362 | |
| ReformerPrediction Length=482020.12 | 0.249 | 0.39 | |
| ARIMAPrediction Length=962020.12 | 0.272 | 0.399 | |
| LSTMaPrediction Length=962020.12 | 0.287 | 0.42 | |
| LSTMaPrediction Length=482020.12 | 0.305 | 0.411 | |
| DeepARPrediction Length=962020.12 | 0.364 | 0.496 | |
| InformerPrediction Length=2882020.12 | 0.401 | 0.554 | |
| Informer†Prediction Length=2882020.12 | 0.409 | 0.548 | |
| LogTransPrediction Length=2882020.12 | 0.411 | 0.572 | |
| ProphetPrediction Length=2882020.12 | 0.452 | 0.574 | |
| ARIMAPrediction Length=2882020.12 | 0.462 | 0.558 | |
| InformerPrediction Length=6722020.12 | 0.512 | 0.644 | |
| Informer†Prediction Length=6722020.12 | 0.519 | 0.665 | |
| LSTMaPrediction Length=2882020.12 | 0.524 | 0.584 | |
| LogTransPrediction Length=6722020.12 | 0.598 | 0.702 | |
| ARIMAPrediction Length=6722020.12 | 0.639 | 0.697 | |
| ReformerPrediction Length=962020.12 | 0.92 | 0.767 | |
| DeepARPrediction Length=2882020.12 | 0.948 | 0.795 | |
| LSTMaPrediction Length=6722020.12 | 1.064 | 0.873 | |
| ReformerPrediction Length=2882020.12 | 1.108 | 1.245 | |
| ReformerPrediction Length=6722020.12 | 1.793 | 1.528 | |
| DeepARPrediction Length=6722020.12 | 2.437 | 1.352 | |
| ProphetPrediction Length=6722020.12 | 2.747 | 1.174 |