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ResearchFormerly WizWand

Multivariate Time-series Forecasting on ETTm2 15-minute (test)

0.153MSEAutoformer
0.022760.901881.7812.66012Jun 24, 2021
Updated 8mo ago

Evaluation results

MethodLinks
AutoformerPredicted Length=242021.060.1530.261
InformerPredicted Length=242021.060.1730.301
AutoformerPredicted Length=482021.060.1780.28
LogTransPredicted Length=242021.060.2110.332
AutoformerPredicted Length=962021.060.2550.339
InformerPredicted Length=482021.060.3030.409
ReformerPredicted Length=242021.060.3330.429
AutoformerPredicted Length=2882021.060.3420.378
InformerPredicted Length=962021.060.3650.453
LogTransPredicted Length=482021.060.4270.487
AutoformerPredicted Length=6722021.060.4340.43
ReformerPredicted Length=482021.060.5580.571
LSTMaPredicted Length=242021.060.580.572
ReformerPredicted Length=962021.060.6580.619
LSTMaPredicted Length=482021.060.7470.63
LogTransPredicted Length=962021.060.7680.642
LSTMaPredicted Length=2882021.060.9690.742
InformerPredicted Length=2882021.061.0470.804
LogTransPredicted Length=2882021.061.090.806
LSTNetPredicted Length=242021.061.1010.831
LSTMaPredicted Length=962021.062.0411.073
LogTransPredicted Length=6722021.062.3971.214
ReformerPredicted Length=2882021.062.4411.19
LSTMaPredicted Length=6722021.062.5411.239
LSTNetPredicted Length=482021.062.6191.393
LSTNetPredicted Length=2882021.062.8561.329
ReformerPredicted Length=6722021.063.091.328
InformerPredicted Length=6722021.063.1261.302
LSTNetPredicted Length=962021.063.1421.365
LSTNetPredicted Length=6722021.063.4091.42