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ResearchFormerly WizWand

Short-term Time Series Forecasting on Traffic (test)

0.4216RSESCINet
0.412120.476110.54010.60409Jun 17, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SCINetHorizon (T)=32021.060.42160.892
SCINetHorizon (T)=62021.060.44140.8809
SCINetHorizon (T)=242021.060.44530.8825
TPA-LSTMHorizon (T)=32021.060.44870.8812
SCINetHorizon (T)=122021.060.44950.8772
TPA-LSTMHorizon (T)=122021.060.46410.8717
TPA-LSTMHorizon (T)=62021.060.46580.8717
TPA-LSTMHorizon (T)=242021.060.47650.8629
LSTNetHorizon (T)=32021.060.47770.8721
LSTNetHorizon (T)=62021.060.48930.869
LSTNetHorizon (T)=122021.060.4950.8614
LSTNetHorizon (T)=242021.060.49730.8588
TransformerHorizon (T)=32021.060.51220.8555
InformerHorizon (T)=32021.060.51750.8515
InformerHorizon (T)=62021.060.52580.8465
TCN†Horizon (T)=32021.060.53610.854
AutoformerHorizon (T)=32021.060.53680.8268
TransformerHorizon (T)=62021.060.54550.8388
TCNHorizon (T)=32021.060.54590.8486
AutoformerHorizon (T)=62021.060.54620.8191
TransformerHorizon (T)=122021.060.54850.8317
InformerHorizon (T)=122021.060.55330.8279
AutoformerHorizon (T)=122021.060.56230.8082
InformerHorizon (T)=242021.060.58830.8033
TransformerHorizon (T)=242021.060.59340.8048
TCN†Horizon (T)=62021.060.59920.8197
AutoformerHorizon (T)=242021.060.6020.7757
TCNHorizon (T)=62021.060.60610.8205
TCN†Horizon (T)=122021.060.60610.8205
TCNHorizon (T)=122021.060.63670.8048
TCN†Horizon (T)=242021.060.64560.7982
TCNHorizon (T)=242021.060.65860.7921