Time-series forecasting on Baicheng Station
0.0066MAEAttentionMixer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AttentionMixerForecast Horizon (H)=12023.02 | 0.0066 | 0.9783 | |
| FedformerForecast Horizon (H)=12023.02 | 0.0069 | 0.9765 | |
| AttentionMixerForecast Horizon (H)=32023.02 | 0.0093 | 0.9229 | |
| FedformerForecast Horizon (H)=32023.02 | 0.01 | 0.9215 | |
| XGBForecast Horizon (H)=12023.02 | 0.0105 | 0.9485 | |
| TransformerForecast Horizon (H)=12023.02 | 0.0111 | 0.9423 | |
| AttentionMixerForecast Horizon (H)=52023.02 | 0.0112 | 0.8708 | |
| XGBForecast Horizon (H)=32023.02 | 0.0118 | 0.9012 | |
| InformerForecast Horizon (H)=12023.02 | 0.0123 | 0.8949 | |
| FedformerForecast Horizon (H)=52023.02 | 0.0125 | 0.8483 | |
| XGBForecast Horizon (H)=52023.02 | 0.0136 | 0.8335 | |
| InformerForecast Horizon (H)=32023.02 | 0.014 | 0.8416 | |
| XGBForecast Horizon (H)=72023.02 | 0.0149 | 0.7555 | |
| FedformerForecast Horizon (H)=72023.02 | 0.0149 | 0.7882 | |
| TransformerForecast Horizon (H)=32023.02 | 0.0154 | 0.7996 | |
| AttentionMixerForecast Horizon (H)=72023.02 | 0.0156 | 0.7859 | |
| RFForecast Horizon (H)=12023.02 | 0.0159 | 0.8918 | |
| LSTMForecast Horizon (H)=12023.02 | 0.016 | 0.8916 | |
| LSTMForecast Horizon (H)=32023.02 | 0.017 | 0.8331 | |
| RFForecast Horizon (H)=32023.02 | 0.0171 | 0.8393 | |
| RFForecast Horizon (H)=52023.02 | 0.0172 | 0.7879 | |
| GBDTForecast Horizon (H)=32023.02 | 0.0175 | 0.7559 | |
| GBDTForecast Horizon (H)=12023.02 | 0.0176 | 0.784 | |
| TransformerForecast Horizon (H)=52023.02 | 0.0177 | 0.7318 | |
| GBDTForecast Horizon (H)=52023.02 | 0.0178 | 0.7057 | |
| GRUForecast Horizon (H)=12023.02 | 0.0179 | 0.8621 | |
| GBDTForecast Horizon (H)=72023.02 | 0.0183 | 0.646 | |
| LSTMForecast Horizon (H)=52023.02 | 0.0183 | 0.764 | |
| InformerForecast Horizon (H)=72023.02 | 0.0186 | 0.6738 | |
| GRUForecast Horizon (H)=32023.02 | 0.0189 | 0.8046 | |
| GRUForecast Horizon (H)=52023.02 | 0.0198 | 0.7426 | |
| LASSOForecast Horizon (H)=12023.02 | 0.0207 | 0.3998 | |
| LASSOForecast Horizon (H)=32023.02 | 0.021 | 0.3708 | |
| GRUForecast Horizon (H)=72023.02 | 0.021 | 0.672 | |
| TransformerForecast Horizon (H)=72023.02 | 0.021 | 0.6252 | |
| LASSOForecast Horizon (H)=52023.02 | 0.0216 | 0.326 | |
| InformerForecast Horizon (H)=52023.02 | 0.0221 | 0.6941 | |
| LASSOForecast Horizon (H)=72023.02 | 0.0224 | 0.2719 | |
| SVRForecast Horizon (H)=12023.02 | 0.0486 | 0.3247 | |
| SVRForecast Horizon (H)=32023.02 | 0.0599 | -0.0073 | |
| SVRForecast Horizon (H)=52023.02 | 0.0647 | -0.2074 | |
| SVRForecast Horizon (H)=72023.02 | 0.0655 | -0.2936 | |
| ARIMAForecast Horizon (H)=12023.02 | 0.0818 | 0.7954 | |
| ARForecast Horizon (H)=12023.02 | 0.0999 | 0.7051 | |
| ARIMAForecast Horizon (H)=32023.02 | 0.1094 | 0.6611 | |
| ARForecast Horizon (H)=32023.02 | 0.1329 | 0.511 | |
| ARIMAForecast Horizon (H)=52023.02 | 0.1452 | 0.394 | |
| MAForecast Horizon (H)=12023.02 | 0.1537 | 0.3457 | |
| ARForecast Horizon (H)=52023.02 | 0.1669 | 0.2196 | |
| ARIMAForecast Horizon (H)=72023.02 | 0.1762 | 0.1258 | |
| MAForecast Horizon (H)=32023.02 | 0.1794 | 0.1095 | |
| ARForecast Horizon (H)=72023.02 | 0.1899 | -0.0282 | |
| LSTMForecast Horizon (H)=72023.02 | 0.2 | 0.6886 | |
| MAForecast Horizon (H)=52023.02 | 0.2019 | -0.1363 | |
| MAForecast Horizon (H)=72023.02 | 0.2201 | -0.3642 | |
| RFForecast Horizon (H)=72023.02 | 1.0183 | 0.7118 |