Multivariate Time Series Forecasting on Weather v1 (test)
0.214MAEDLinear + FAN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DLinear + FANBackbone=DLinear, Normalization=FAN, Horizon=962024.09 | 0.214 | 0.173 | |
| Dynamic TMoEPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.27 | 0.24 | |
| TFPSPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.271 | 0.241 | |
| TimeMixerPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.272 | 0.24 | |
| FITSPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.277 | 0.249 | |
| PatchTSTPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.281 | 0.258 | |
| TimesNetPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.287 | 0.259 | |
| ST-MTMPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.293 | 0.262 | |
| RAFTPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.311 | 0.271 | |
| DLinearPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.317 | 0.267 | |
| SCINet + FANBackbone=SCINet, Normalization=FAN, Horizon=7202024.09 | 0.34 | 0.322 | |
| FEDformerPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.36 | 0.309 |