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ResearchFormerly WizWand

Short-term Time Series Forecasting on Electricity (test)

0.074RSESCINet
0.068520.105510.14250.17949Jun 17, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SCINetHorizon (T)=32021.060.0740.9494
TPA-LSTMHorizon (T)=32021.060.08230.9439
SCINetHorizon (T)=62021.060.08450.9387
TCN†Horizon (T)=32021.060.08520.9293
LSTNetHorizon (T)=32021.060.08640.9283
TCNHorizon (T)=32021.060.08920.9232
TPA-LSTMHorizon (T)=62021.060.09160.9337
TCN†Horizon (T)=62021.060.09240.9235
SCINetHorizon (T)=122021.060.09290.9305
LSTNetHorizon (T)=62021.060.09310.9135
TPA-LSTMHorizon (T)=122021.060.09640.925
SCINetHorizon (T)=242021.060.09670.927
TCNHorizon (T)=62021.060.09740.9121
TCN†Horizon (T)=242021.060.09890.9101
TCN†Horizon (T)=122021.060.09930.9173
TPA-LSTMHorizon (T)=242021.060.10060.9133
LSTNetHorizon (T)=122021.060.10070.9077
LSTNetHorizon (T)=242021.060.10070.9119
TCNHorizon (T)=122021.060.10530.9017
TCNHorizon (T)=242021.060.10910.9101
TransformerHorizon (T)=32021.060.11820.9055
TransformerHorizon (T)=62021.060.13280.8962
TransformerHorizon (T)=122021.060.13750.8849
AutoformerHorizon (T)=32021.060.14580.9032
TransformerHorizon (T)=242021.060.14610.8774
InformerHorizon (T)=32021.060.15240.8858
AutoformerHorizon (T)=122021.060.15410.8907
AutoformerHorizon (T)=62021.060.15550.8957
InformerHorizon (T)=122021.060.17480.8585
AutoformerHorizon (T)=242021.060.17540.8732
InformerHorizon (T)=62021.060.19320.866
InformerHorizon (T)=242021.060.2110.8347