Uni-variate long-term time series forecasting on ETTm2 uni-variate (average)
0.203MSEATFNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ATFNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.203 | 0.331 | |
| PatchTSTTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.214 | 0.338 | |
| DLinearTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.221 | 0.35 | |
| FreTSTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.225 | 0.348 | |
| TimesNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.229 | 0.354 | |
| SCINetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.236 | 0.363 | |
| FEDformerTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.243 | 0.369 | |
| TFDNetTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.252 | 0.368 | |
| FiLMTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.259 | 0.377 | |
| AutoformerTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.298 | 0.417 | |
| FITSTarget Feature=Oil Temperature, Prediction Lengths (T)=average of {96, 192, 336, 720}2024.04 | 0.357 | 0.458 |