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ResearchFormerly WizWand

Univariate Long Sequence Time-Series Forecasting on ETTh1

0.055MSEFiLM
-0.05220.67141.3952.1186Oct 31, 2021Dec 3, 2021Jan 5, 2022Feb 7, 2022Mar 12, 2022Apr 14, 2022May 18, 2022
Updated 8mo ago

Evaluation results

MethodLinks
FiLMPrediction Length=962022.050.0550.178
AutoformerPrediction Length=962022.050.0710.206
FiLMPrediction Length=1922022.050.0720.207
FEDformerPrediction Length=962022.050.0790.215
FiLMPrediction Length=3362022.050.0830.229
FiLMPrediction Length=7202022.050.090.24
FEDformerPrediction Length=1922022.050.1040.245
AutoformerPrediction Length=3362022.050.1070.258
AutoformerPrediction Length=1922022.050.1140.262
S42021.100.1160.271
FEDformerPrediction Length=3362022.050.1190.27
AutoformerPrediction Length=7202022.050.1260.283
FEDformerPrediction Length=7202022.050.1270.28
InformerPrediction Length=7202022.050.1830.355
S4Prediction Length=7202022.050.190.355
InformerPrediction Length=962022.050.1930.377
InformerPrediction Length=3362022.050.2020.381
InformerPrediction Length=1922022.050.2170.395
LogTransPrediction Length=1922022.050.2340.409
Informer2021.100.2690.435
LogTrans2021.100.2730.463
LogTransPrediction Length=962022.050.2830.468
S4Prediction Length=962022.050.3160.49
S4Prediction Length=1922022.050.3450.516
LogTransPrediction Length=3362022.050.3860.546
LogTransPrediction Length=7202022.050.4750.628
ReformerPrediction Length=962022.050.5320.569
ReformerPrediction Length=1922022.050.5680.575
ReformerPrediction Length=3362022.050.6350.589
DeepAR2021.100.6580.707
ARIMA2021.100.6590.766
LSTMa2021.100.6830.768
ReformerPrediction Length=7202022.050.7620.666
S4Prediction Length=3362022.050.8250.846
Reformer2021.102.1121.436
Prophet2021.102.7353.253