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ResearchFormerly WizWand

Univariate Time Series Forecasting on Electricity

0.298MSEPeriodformer
-0.09722.57045.2387.9056Feb 4, 2024Apr 24, 2024Jul 14, 2024Oct 3, 2024Dec 22, 2024Mar 13, 2025Jun 2, 2025
Updated 4mo ago

Evaluation results

MethodLinks
PeriodformerInput Length=144, Prediction Length=Avg2024.020.2980.389
PeriodformerInput length=14402024.020.2980.389
MinusformerInput Length=96, Prediction Length=Avg2024.020.3140.401
MinusformerInput length=962024.020.3140.401
TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=962025.060.3360.296
FEDformerInput Length=96, Prediction Length=Avg2024.020.3470.434
FEDformerInput length=962024.020.3470.434
ReformerInput Length=96, Prediction Length=Avg2024.020.3520.435
ReformerInput length=962024.020.3520.435
InformerInput Length=96, Prediction Length=Avg2024.020.3720.444
InformerInput length=962024.020.3720.444
LogTransInput Length=96, Prediction Length=Avg2024.020.410.473
LogTransInput length=962024.020.410.473
AutoformerInput Length=96, Prediction Length=Avg2024.020.4140.479
AutoformerInput length=962024.020.4140.479
TimeFlowH (History length)=512, F_train (Training forecasting length)=96, F_test (Testing forecasting length)=962025.060.4250.318
DeepTimeH (History length)=512, F_train (Training forecasting length)=96, F_test (Testing forecasting length)=962025.060.4360.503
TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=1922025.060.4460.415
TimeFlowH (History length)=512, F_train (Training forecasting length)=192, F_test (Testing forecasting length)=1922025.060.4980.362
TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=3362025.060.5440.442
DeepTimeH (History length)=512, F_train (Training forecasting length)=192, F_test (Testing forecasting length)=1922025.060.5510.525
DeepTimeH (History length)=512, F_train (Training forecasting length)=336, F_test (Testing forecasting length)=3362025.060.7930.689
TimeFlowH (History length)=512, F_train (Training forecasting length)=336, F_test (Testing forecasting length)=3362025.061.3470.389
TimeFlowH (History length)=512, F_train (Training forecasting length)=720, F_test (Testing forecasting length)=7202025.069.4220.525
TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=7202025.069.5150.535
DeepTimeH (History length)=512, F_train (Training forecasting length)=720, F_test (Testing forecasting length)=7202025.0610.1780.97