Univariate Time Series Forecasting on Sunspot
0.376MSECrossformer
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Crossformer2026.05 | 0.376 | 0.441 | — | — | — | — | — | — | |
| WPMixer2026.05 | 0.679 | 0.576 | — | — | — | — | — | — | |
| PatchTST2026.05 | 0.684 | 0.576 | — | — | — | — | — | — | |
| TimesNet2026.05 | 0.702 | 0.578 | — | — | — | — | — | — | |
| iTransformer2026.05 | 0.714 | 0.587 | — | — | — | — | — | — | |
| TimeMixer2026.05 | 0.722 | 0.586 | — | — | — | — | — | — | |
| DPRNet2026.05 | 0.743 | 0.603 | — | — | — | — | — | — | |
| TimeFilter2026.05 | 0.744 | 0.59 | — | — | — | — | — | — | |
| N-Hits-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.982 | 0.532 | 0.865 | 2.597 | 1.189 | 0.858 | 0.502 | 0.562 | |
| N-Beats-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 1.028 | 0.543 | 0.962 | 2.017 | 1.387 | 0.943 | 0.514 | 0.572 | |
| Minusformer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 1.194 | 0.544 | 0.808 | 2.776 | 1.053 | 1.232 | 0.405 | 0.674 | |
| iTransformer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 1.206 | 0.552 | 0.832 | 2.858 | 1.066 | 1.258 | 0.416 | 0.687 | |
| Autoformer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 1.252 | 0.64 | 1.058 | 2.806 | 1.37 | 1.057 | 0.605 | 0.674 | |
| Informer2026.05 | 2.562 | 1.296 | — | — | — | — | — | — |