Univariate Time Series Forecasting on Electricity
0.298MSEPeriodformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PeriodformerInput Length=144, Prediction Length=Avg2024.02 | 0.298 | 0.389 | |
| PeriodformerInput length=14402024.02 | 0.298 | 0.389 | |
| MinusformerInput Length=96, Prediction Length=Avg2024.02 | 0.314 | 0.401 | |
| MinusformerInput length=962024.02 | 0.314 | 0.401 | |
| TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=962025.06 | 0.336 | 0.296 | |
| FEDformerInput Length=96, Prediction Length=Avg2024.02 | 0.347 | 0.434 | |
| FEDformerInput length=962024.02 | 0.347 | 0.434 | |
| ReformerInput Length=96, Prediction Length=Avg2024.02 | 0.352 | 0.435 | |
| ReformerInput length=962024.02 | 0.352 | 0.435 | |
| InformerInput Length=96, Prediction Length=Avg2024.02 | 0.372 | 0.444 | |
| InformerInput length=962024.02 | 0.372 | 0.444 | |
| LogTransInput Length=96, Prediction Length=Avg2024.02 | 0.41 | 0.473 | |
| LogTransInput length=962024.02 | 0.41 | 0.473 | |
| AutoformerInput Length=96, Prediction Length=Avg2024.02 | 0.414 | 0.479 | |
| AutoformerInput length=962024.02 | 0.414 | 0.479 | |
| TimeFlowH (History length)=512, F_train (Training forecasting length)=96, F_test (Testing forecasting length)=962025.06 | 0.425 | 0.318 | |
| DeepTimeH (History length)=512, F_train (Training forecasting length)=96, F_test (Testing forecasting length)=962025.06 | 0.436 | 0.503 | |
| TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=1922025.06 | 0.446 | 0.415 | |
| TimeFlowH (History length)=512, F_train (Training forecasting length)=192, F_test (Testing forecasting length)=1922025.06 | 0.498 | 0.362 | |
| TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=3362025.06 | 0.544 | 0.442 | |
| DeepTimeH (History length)=512, F_train (Training forecasting length)=192, F_test (Testing forecasting length)=1922025.06 | 0.551 | 0.525 | |
| DeepTimeH (History length)=512, F_train (Training forecasting length)=336, F_test (Testing forecasting length)=3362025.06 | 0.793 | 0.689 | |
| TimeFlowH (History length)=512, F_train (Training forecasting length)=336, F_test (Testing forecasting length)=3362025.06 | 1.347 | 0.389 | |
| TimeFlowH (History length)=512, F_train (Training forecasting length)=720, F_test (Testing forecasting length)=7202025.06 | 9.422 | 0.525 | |
| TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=7202025.06 | 9.515 | 0.535 | |
| DeepTimeH (History length)=512, F_train (Training forecasting length)=720, F_test (Testing forecasting length)=7202025.06 | 10.178 | 0.97 |