Time Series Forecasting on Weather (MSE, MAE, RMSE)
0.2131MAEiTransformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| iTransformerPrediction Length (H)=962026.02 | 0.2131 | 0.174 | 0.4171 | |
| PatchTSTPrediction Length (H)=962026.02 | 0.2137 | 0.1722 | 0.4149 | |
| FreqLensPrediction Length (H)=962026.02 | 0.2138 | 0.0807 | 0.284 | |
| PatchTSTPrediction Length (H)=1922026.02 | 0.2555 | 0.2196 | 0.4686 | |
| DLinearPrediction Length (H)=962026.02 | 0.2568 | 0.196 | 0.4427 | |
| iTransformerPrediction Length (H)=1922026.02 | 0.2583 | 0.2258 | 0.4752 | |
| FreqLensPrediction Length (H)=1922026.02 | 0.2731 | 0.1358 | 0.3686 | |
| FEDformerPrediction Length (H)=962026.02 | 0.2924 | 0.2178 | 0.4667 | |
| DLinearPrediction Length (H)=1922026.02 | 0.2963 | 0.2371 | 0.4869 | |
| FEDformerPrediction Length (H)=1922026.02 | 0.3513 | 0.2828 | 0.5318 | |
| AutoformerPrediction Length (H)=962026.02 | 0.3615 | 0.3062 | 0.5534 | |
| AutoformerPrediction Length (H)=1922026.02 | 0.3738 | 0.3195 | 0.5652 | |
| MR-CDM2026.03 | 6.3487 | 79.4128 | 8.9113 | |
| CSDI2026.03 | 6.9438 | 96.3245 | 9.8145 | |
| LSTM2026.03 | 7.5514 | 124.7143 | 11.1675 | |
| ARIMA2026.03 | 11.6258 | 191.2356 | 13.8287 | |
| FEDFormerHorizon=5-day2025.12 | 11.7195 | — | 38.4354 | |
| iTransformerHorizon=5-day2025.12 | 13.5195 | — | 77.139 | |
| TwinFormerHorizon=5-day2025.12 | 14.1749 | — | 76.0811 | |
| InformerHorizon=5-day2025.12 | 14.388 | — | 44.2848 | |
| PatchTSTHorizon=5-day2025.12 | 15.362 | — | 44.789 | |
| Vanilla TransformerHorizon=5-day2025.12 | 17.0264 | — | 53.2474 |