Time Series Forecasting on Solar-Energy
0.176MSEGTR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GTRLook-back length=96, Prediction length=962026.02 | 0.176 | 0.235 | |
| SEMixerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.184 | 0.245 | |
| Deform.TSTAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.184 | 0.241 | |
| PatchTSTAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.185 | 0.247 | |
| FredformerPrediction Length=962025.08 | 0.185 | 0.233 | |
| TSMixerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.187 | 0.246 | |
| TimeMixerLook-back length=96, Prediction length=962026.02 | 0.189 | 0.259 | |
| TimeXerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.19 | 0.268 | |
| GTRLook-back length=96, Prediction length=Avg2026.02 | 0.194 | 0.245 | |
| LeddamPrediction Length=962025.08 | 0.197 | 0.241 | |
| FilterLeddamPrediction Length=962025.08 | 0.197 | 0.241 | |
| iFilterFormerPrediction Length=962025.08 | 0.198 | 0.232 | |
| FilterFormerPrediction Length=962025.08 | 0.199 | 0.243 | |
| iTransformerPrediction Length=962025.08 | 0.203 | 0.237 | |
| CycleNetLook-back length=96, Prediction length=Avg2026.02 | 0.21 | 0.261 | |
| TimeMixerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.214 | 0.275 | |
| TimeMixerLook-back length=96, Prediction length=Avg2026.02 | 0.216 | 0.28 | |
| ModernTCNAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.22 | 0.306 | |
| FredformerPrediction Length=1922025.08 | 0.227 | 0.253 | |
| FilterLeddamPrediction Length=1922025.08 | 0.227 | 0.264 | |
| DLinearAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.23 | 0.294 | |
| TimesNetAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.231 | 0.3 | |
| LeddamPrediction Length=1922025.08 | 0.231 | 0.264 | |
| ItransformerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.232 | 0.3 | |
| iFilterFormerPrediction Length=1922025.08 | 0.232 | 0.261 | |
| iTransformerPrediction Length=1922025.08 | 0.233 | 0.261 | |
| PatchTSTPrediction Length=962025.08 | 0.234 | 0.286 | |
| FilterFormerPrediction Length=1922025.08 | 0.238 | 0.281 | |
| PathformerAveraged horizons=96, 192, 336, 720 steps2026.02 | 0.24 | 0.283 | |
| LeddamPrediction Length=3362025.08 | 0.241 | 0.268 | |
| FredformerPrediction Length=3362025.08 | 0.246 | 0.284 | |
| FilterLeddamPrediction Length=3362025.08 | 0.247 | 0.277 | |
| FredformerPrediction Length=7202025.08 | 0.247 | 0.276 | |
| FilterLeddamPrediction Length=7202025.08 | 0.247 | 0.276 | |
| iTransformerPrediction Length=3362025.08 | 0.248 | 0.273 | |
| iFilterFormerPrediction Length=3362025.08 | 0.248 | 0.278 | |
| LeddamPrediction Length=7202025.08 | 0.25 | 0.281 | |
| iTransformerPrediction Length=7202025.08 | 0.252 | 0.286 | |
| iFilterFormerPrediction Length=7202025.08 | 0.252 | 0.282 | |
| FilterFormerPrediction Length=3362025.08 | 0.258 | 0.288 | |
| FilterFormerPrediction Length=7202025.08 | 0.26 | 0.291 | |
| PatchTSTPrediction Length=1922025.08 | 0.267 | 0.31 | |
| FilterNetPrediction Length=962025.08 | 0.283 | 0.293 | |
| PatchTSTPrediction Length=7202025.08 | 0.289 | 0.317 | |
| DLinearPrediction Length=962025.08 | 0.29 | 0.348 | |
| PatchTSTPrediction Length=3362025.08 | 0.29 | 0.315 | |
| DLinearPrediction Length=1922025.08 | 0.32 | 0.398 | |
| FilterNetPrediction Length=1922025.08 | 0.321 | 0.311 | |
| DLinearPrediction Length=3362025.08 | 0.353 | 0.415 | |
| DLinearPrediction Length=7202025.08 | 0.356 | 0.413 | |
| FilterNetPrediction Length=3362025.08 | 0.369 | 0.334 | |
| FilterNetPrediction Length=7202025.08 | 0.373 | 0.336 |