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ResearchFormerly WizWand

Multivariate Time-series Forecasting on ETTm1 15-minute (test)

0.323MSEInformer
0.225440.883971.54252.20103Jun 24, 2021
Updated 8mo ago

Evaluation results

MethodLinks
InformerPredicted Length=242021.060.3230.369
AutoformerPredicted Length=242021.060.3830.403
LogTransPredicted Length=242021.060.4190.412
AutoformerPredicted Length=482021.060.4540.453
AutoformerPredicted Length=962021.060.4810.463
InformerPredicted Length=482021.060.4940.503
LogTransPredicted Length=482021.060.5070.583
AutoformerPredicted Length=6722021.060.6060.542
LSTMaPredicted Length=242021.060.6210.629
AutoformerPredicted Length=2882021.060.6340.528
InformerPredicted Length=962021.060.6780.614
ReformerPredicted Length=242021.060.7240.607
LogTransPredicted Length=962021.060.7680.792
InformerPredicted Length=2882021.061.0560.786
ReformerPredicted Length=482021.061.0980.777
InformerPredicted Length=6722021.061.1920.926
LSTNetPredicted Length=2882021.061.2572.076
LSTMaPredicted Length=962021.061.3390.913
LSTMaPredicted Length=482021.061.3920.939
ReformerPredicted Length=962021.061.4330.945
LogTransPredicted Length=2882021.061.4621.32
LogTransPredicted Length=6722021.061.6691.461
LSTMaPredicted Length=2882021.061.741.124
ReformerPredicted Length=2882021.061.821.094
LSTNetPredicted Length=6722021.061.9172.941
LSTNetPredicted Length=242021.061.9681.17
LSTNetPredicted Length=482021.061.9991.215
ReformerPredicted Length=6722021.062.1871.232
LSTMaPredicted Length=6722021.062.7361.555
LSTNetPredicted Length=962021.062.7621.542