Multivariate long-term series forecasting on Solar-Energy (test)
0.228MSEACFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ACFormerLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.228 | 0.229 | |
| PRformerInput length (L)=720, Prediction length (H)=7202024.08 | 0.229 | 0.237 | |
| SOFTSLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.229 | 0.256 | |
| AmplifierLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.23 | 0.234 | |
| iTransformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.233 | 0.262 | |
| TimeMixer++Lookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.235 | 0.238 | |
| PatchTSTLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.236 | 0.266 | |
| iTransformerLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.237 | 0.234 | |
| ModernTCNLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.244 | 0.254 | |
| PatchTSTLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.255 | 0.251 | |
| TSMixerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.26 | 0.297 | |
| StationaryLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.261 | 0.381 | |
| InformerInput length (L)=720, Prediction length (H)=7202024.08 | 0.264 | 0.279 | |
| TimesNetLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.278 | 0.259 | |
| SCINetLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.282 | 0.375 | |
| FEDformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.291 | 0.381 | |
| TimesNetLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.301 | 0.319 | |
| DLinearLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.33 | 0.401 | |
| TimeProLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.335 | 0.305 | |
| DLinearLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.335 | 0.314 | |
| TiDELookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.347 | 0.417 | |
| CrossformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | 0.641 | 0.639 |