Uni-variate long-term time series forecasting on ETTm1 uni-variate (average)
0.088MSEATFNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ATFNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.088 | 0.217 | |
| DLinearTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.088 | 0.221 | |
| PatchTSTTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.089 | 0.221 | |
| TimesNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.09 | 0.222 | |
| FreTSTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.091 | 0.226 | |
| SCINetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.094 | 0.23 | |
| FiLMTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.098 | 0.234 | |
| TFDNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.098 | 0.232 | |
| FEDformerTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.105 | 0.244 | |
| AutoformerTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.112 | 0.258 | |
| FITSTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.12 | 0.264 |