Time-series forecasting on Beijing Station
0.0104MAEFedformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedformerForecast Horizon (H)=12023.02 | 0.0104 | 0.975 | |
| AttentionMixerForecast Horizon (H)=12023.02 | 0.0104 | 0.9756 | |
| TransformerForecast Horizon (H)=12023.02 | 0.0142 | 0.9642 | |
| GRUForecast Horizon (H)=12023.02 | 0.0177 | 0.9021 | |
| LSTMForecast Horizon (H)=12023.02 | 0.0181 | 0.9025 | |
| FedformerForecast Horizon (H)=32023.02 | 0.0185 | 0.9239 | |
| InformerForecast Horizon (H)=12023.02 | 0.0189 | 0.9082 | |
| AttentionMixerForecast Horizon (H)=32023.02 | 0.0197 | 0.9044 | |
| AttentionMixerForecast Horizon (H)=52023.02 | 0.0213 | 0.8465 | |
| LSTMForecast Horizon (H)=32023.02 | 0.0214 | 0.8343 | |
| GRUForecast Horizon (H)=32023.02 | 0.0214 | 0.8382 | |
| TransformerForecast Horizon (H)=32023.02 | 0.0223 | 0.864 | |
| FedformerForecast Horizon (H)=52023.02 | 0.0233 | 0.8506 | |
| GRUForecast Horizon (H)=52023.02 | 0.0247 | 0.7577 | |
| LSTMForecast Horizon (H)=52023.02 | 0.0251 | 0.7478 | |
| FedformerForecast Horizon (H)=72023.02 | 0.0254 | 0.7684 | |
| InformerForecast Horizon (H)=52023.02 | 0.0276 | 0.7745 | |
| GRUForecast Horizon (H)=72023.02 | 0.028 | 0.6742 | |
| AttentionMixerForecast Horizon (H)=72023.02 | 0.028 | 0.7245 | |
| TransformerForecast Horizon (H)=52023.02 | 0.0282 | 0.7915 | |
| InformerForecast Horizon (H)=32023.02 | 0.0287 | 0.8444 | |
| LSTMForecast Horizon (H)=72023.02 | 0.0294 | 0.6547 | |
| XGBForecast Horizon (H)=12023.02 | 0.0302 | 0.8943 | |
| XGBForecast Horizon (H)=32023.02 | 0.0332 | 0.8393 | |
| TransformerForecast Horizon (H)=72023.02 | 0.0334 | 0.6826 | |
| RFForecast Horizon (H)=12023.02 | 0.0337 | 0.858 | |
| RFForecast Horizon (H)=32023.02 | 0.036 | 0.8193 | |
| XGBForecast Horizon (H)=52023.02 | 0.037 | 0.7684 | |
| RFForecast Horizon (H)=52023.02 | 0.0383 | 0.7589 | |
| GBDTForecast Horizon (H)=12023.02 | 0.0396 | 0.7453 | |
| GBDTForecast Horizon (H)=32023.02 | 0.0406 | 0.7137 | |
| XGBForecast Horizon (H)=72023.02 | 0.0412 | 0.6719 | |
| RFForecast Horizon (H)=72023.02 | 0.0413 | 0.6753 | |
| GBDTForecast Horizon (H)=52023.02 | 0.042 | 0.6543 | |
| GBDTForecast Horizon (H)=72023.02 | 0.0444 | 0.5678 | |
| InformerForecast Horizon (H)=72023.02 | 0.0482 | 0.6144 | |
| LASSOForecast Horizon (H)=12023.02 | 0.05 | 0.4015 | |
| LASSOForecast Horizon (H)=32023.02 | 0.0511 | 0.3663 | |
| LASSOForecast Horizon (H)=52023.02 | 0.0527 | 0.3124 | |
| LASSOForecast Horizon (H)=72023.02 | 0.0546 | 0.2491 | |
| SVRForecast Horizon (H)=72023.02 | 0.0664 | 0.4429 | |
| SVRForecast Horizon (H)=52023.02 | 0.0677 | 0.4828 | |
| SVRForecast Horizon (H)=32023.02 | 0.0712 | 0.4843 | |
| SVRForecast Horizon (H)=12023.02 | 0.0723 | 0.4743 | |
| ARForecast Horizon (H)=12023.02 | 0.0925 | 0.7672 | |
| MAForecast Horizon (H)=12023.02 | 0.0952 | 0.7563 | |
| ARIMAForecast Horizon (H)=12023.02 | 0.0962 | 0.77 | |
| ARIMAForecast Horizon (H)=32023.02 | 0.0982 | 0.7339 | |
| ARIMAForecast Horizon (H)=72023.02 | 0.1 | 0.7342 | |
| ARForecast Horizon (H)=32023.02 | 0.1005 | 0.7265 | |
| MAForecast Horizon (H)=32023.02 | 0.1027 | 0.7193 | |
| ARIMAForecast Horizon (H)=52023.02 | 0.1048 | 0.7228 | |
| ARForecast Horizon (H)=52023.02 | 0.1068 | 0.6887 | |
| MAForecast Horizon (H)=52023.02 | 0.1081 | 0.6828 | |
| ARForecast Horizon (H)=72023.02 | 0.1161 | 0.6455 | |
| MAForecast Horizon (H)=72023.02 | 0.1161 | 0.6437 |