Univariate Long-term Forecasting on Traffic
0.11MSEFiLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FiLMPrediction Horizon=962022.05 | 0.11 | 0.259 | |
| FEDformerPrediction Horizon=962022.05 | 0.131 | 0.284 | |
| FiLMPrediction Horizon=1922022.05 | 0.207 | 0.352 | |
| LogTransPrediction Horizon=962022.05 | 0.237 | 0.377 | |
| AutoformerPrediction Horizon=962022.05 | 0.241 | 0.387 | |
| FEDformerPrediction Horizon=1922022.05 | 0.277 | 0.42 | |
| ReformerPrediction Horizon=962022.05 | 0.298 | 0.444 | |
| AutoformerPrediction Horizon=1922022.05 | 0.3 | 0.369 | |
| FiLMPrediction Horizon=3362022.05 | 0.327 | 0.461 | |
| S4Prediction Horizon=962022.05 | 0.344 | 0.482 | |
| S4Prediction Horizon=1922022.05 | 0.362 | 0.494 | |
| FEDformerPrediction Horizon=3362022.05 | 0.426 | 0.511 | |
| S4Prediction Horizon=3362022.05 | 0.499 | 0.594 | |
| AutoformerPrediction Horizon=3362022.05 | 0.509 | 0.524 | |
| S4Prediction Horizon=7202022.05 | 0.552 | 0.614 | |
| InformerPrediction Horizon=962022.05 | 0.591 | 0.615 | |
| LogTransPrediction Horizon=1922022.05 | 0.738 | 0.619 | |
| ReformerPrediction Horizon=1922022.05 | 0.777 | 0.719 | |
| FiLMPrediction Horizon=7202022.05 | 0.811 | 0.708 | |
| FEDformerPrediction Horizon=7202022.05 | 1.162 | 0.832 | |
| InformerPrediction Horizon=1922022.05 | 1.183 | 0.912 | |
| ReformerPrediction Horizon=7202022.05 | 1.203 | 0.956 | |
| AutoformerPrediction Horizon=7202022.05 | 1.26 | 0.867 | |
| InformerPrediction Horizon=3362022.05 | 1.367 | 0.984 | |
| ReformerPrediction Horizon=3362022.05 | 1.832 | 1.128 | |
| InformerPrediction Horizon=7202022.05 | 1.872 | 1.072 | |
| LogTransPrediction Horizon=3362022.05 | 2.018 | 1.07 | |
| LogTransPrediction Horizon=7202022.05 | 2.405 | 1.175 |