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ResearchFormerly WizWand

Univariate Forecasting on ETT

0.065MSEAutoformer
0.046240.172870.29950.42613Jun 24, 2021Nov 14, 2021Apr 6, 2022Aug 27, 2022Jan 17, 2023Jun 9, 2023Oct 31, 2023
Updated 8mo ago

Evaluation results

MethodLinks
AutoformerPrediction Length (O)=96, Input Length (I)=962021.060.0650.189
AutoformerInput length (I)=96, Output length (O)=962023.100.0650.189
DlinearInput length (I)=96, Output length (O)=962023.100.070.191
BasisFormerInput length (I)=96, Output length (O)=962023.100.070.191
FiLMInput length (I)=96, Output length (O)=962023.100.0710.193
FedformerInput length (I)=96, Output length (O)=962023.100.0720.206
InformerInput length (I)=96, Output length (O)=962023.100.080.217
N-BEATSPrediction Length (O)=96, Input Length (I)=962021.060.0820.219
LogTransPrediction Length (O)=96, Input Length (I)=962021.060.0820.217
InformerPrediction Length (O)=96, Input Length (I)=962021.060.0880.225
DeepARPrediction Length (O)=96, Input Length (I)=962021.060.0990.237
FiLMInput length (I)=96, Output length (O)=1922023.100.1010.236
BasisFormerInput length (I)=96, Output length (O)=1922023.100.1010.238
FedformerInput length (I)=96, Output length (O)=1922023.100.1020.245
DlinearInput length (I)=96, Output length (O)=1922023.100.1040.238
InformerInput length (I)=96, Output length (O)=1922023.100.1120.259
AutoformerPrediction Length (O)=192, Input Length (I)=962021.060.1180.256
AutoformerInput length (I)=96, Output length (O)=1922023.100.1180.256
N-BEATSPrediction Length (O)=192, Input Length (I)=962021.060.120.268
FiLMInput length (I)=96, Output length (O)=3362023.100.1290.273
FedformerInput length (I)=96, Output length (O)=3362023.100.130.279
ReformerPrediction Length (O)=96, Input Length (I)=962021.060.1310.288
BasisFormerInput length (I)=96, Output length (O)=3362023.100.1310.276
InformerPrediction Length (O)=192, Input Length (I)=962021.060.1320.283
LogTransPrediction Length (O)=192, Input Length (I)=962021.060.1330.284
DlinearInput length (I)=96, Output length (O)=3362023.100.1350.278
DeepARPrediction Length (O)=192, Input Length (I)=962021.060.1540.31
AutoformerPrediction Length (O)=336, Input Length (I)=962021.060.1540.305
AutoformerInput length (I)=96, Output length (O)=3362023.100.1540.305
InformerInput length (I)=96, Output length (O)=3362023.100.1660.314
FedformerInput length (I)=96, Output length (O)=7202023.100.1780.325
FiLMInput length (I)=96, Output length (O)=7202023.100.1790.329
InformerPrediction Length (O)=336, Input Length (I)=962021.060.180.336
BasisFormerInput length (I)=96, Output length (O)=7202023.100.1810.33
AutoformerPrediction Length (O)=720, Input Length (I)=962021.060.1820.335
AutoformerInput length (I)=96, Output length (O)=7202023.100.1820.335
ReformerPrediction Length (O)=192, Input Length (I)=962021.060.1860.354
N-BEATSPrediction Length (O)=720, Input Length (I)=962021.060.1880.338
DlinearInput length (I)=96, Output length (O)=7202023.100.1880.332
LogTransPrediction Length (O)=336, Input Length (I)=962021.060.2010.361
ARIMAPrediction Length (O)=96, Input Length (I)=962021.060.2110.362
ReformerPrediction Length (O)=336, Input Length (I)=962021.060.220.381
N-BEATSPrediction Length (O)=336, Input Length (I)=962021.060.2260.37
InformerInput length (I)=96, Output length (O)=7202023.100.2280.38
ARIMAPrediction Length (O)=192, Input Length (I)=962021.060.2610.406
ReformerPrediction Length (O)=720, Input Length (I)=962021.060.2670.43
LogTransPrediction Length (O)=720, Input Length (I)=962021.060.2680.407
DeepARPrediction Length (O)=336, Input Length (I)=962021.060.2770.428
ProphetPrediction Length (O)=96, Input Length (I)=962021.060.2870.456
InformerPrediction Length (O)=720, Input Length (I)=962021.060.30.435
ProphetPrediction Length (O)=192, Input Length (I)=962021.060.3120.483
ARIMAPrediction Length (O)=336, Input Length (I)=962021.060.3170.448
ProphetPrediction Length (O)=336, Input Length (I)=962021.060.3310.474
DeepARPrediction Length (O)=720, Input Length (I)=962021.060.3320.468
ARIMAPrediction Length (O)=720, Input Length (I)=962021.060.3660.487
ProphetPrediction Length (O)=720, Input Length (I)=962021.060.5340.593