Univariate Long-Term Time Series Forecasting on ETTh1 uni-variate (average)
0.114MSEFreTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FreTSTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.114 | 0.265 | |
| DLinearTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.115 | 0.269 | |
| ATFNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.118 | 0.27 | |
| AutoformerTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.124 | 0.279 | |
| FiLMTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.124 | 0.279 | |
| TimesNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.126 | 0.277 | |
| FEDformerTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.129 | 0.284 | |
| PatchTSTTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.134 | 0.285 | |
| TFDNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.138 | 0.293 | |
| SCINetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.158 | 0.313 | |
| FITSTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.212 | 0.361 |