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ResearchFormerly WizWand

Multivariate long-term time series forecasting on Electricity (MSE)

0.129MSEPatchTST
0.12440.155450.18650.21755Oct 2, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PatchTSTHorizon=96, Parameter(720)=6.31M2024.100.129
MixLinearHorizon=96, Parameter(720)=0.176K2024.100.138
SparseTSFHorizon=96, Parameter(720)=0.925K2024.100.138
DLinearHorizon=96, Parameter(720)=485.3K2024.100.14
FITSHorizon=96, Parameter(720)=41.76K2024.100.145
iTransformerHorizon=96, Parameter(720)=7.04M2024.100.148
PatchTSTHorizon=192, Parameter(720)=6.31M2024.100.149
SparseTSFHorizon=192, Parameter(720)=0.925K2024.100.151
DLinearHorizon=192, Parameter(720)=485.3K2024.100.153
MixLinearHorizon=192, Parameter(720)=0.176K2024.100.154
FITSHorizon=192, Parameter(720)=41.76K2024.100.159
iTransformerHorizon=192, Parameter(720)=7.04M2024.100.162
SparseTSFHorizon=336, Parameter(720)=0.925K2024.100.166
PatchTSTHorizon=336, Parameter(720)=6.31M2024.100.166
SCINetHorizon=96, Parameter(720)=23.62M2024.100.168
TimesNetHorizon=96, Parameter(720)=301.7M2024.100.168
DLinearHorizon=336, Parameter(720)=485.3K2024.100.169
MixLinearHorizon=336, Parameter(720)=0.176K2024.100.17
SCINetHorizon=192, Parameter(720)=23.62M2024.100.175
FITSHorizon=336, Parameter(720)=41.76K2024.100.175
iTransformerHorizon=336, Parameter(720)=7.04M2024.100.178
TimesNetHorizon=192, Parameter(720)=301.7M2024.100.184
FEDformerHorizon=96, Parameter(720)=17.98M2024.100.188
SCINetHorizon=336, Parameter(720)=23.62M2024.100.189
FEDformerHorizon=192, Parameter(720)=17.98M2024.100.197
TimesNetHorizon=336, Parameter(720)=301.7M2024.100.198
DLinearHorizon=720, Parameter(720)=485.3K2024.100.204
SparseTSFHorizon=720, Parameter(720)=0.925K2024.100.205
MixLinearHorizon=720, Parameter(720)=0.176K2024.100.209
PatchTSTHorizon=720, Parameter(720)=6.31M2024.100.21
FEDformerHorizon=336, Parameter(720)=17.98M2024.100.212
FITSHorizon=720, Parameter(720)=41.76K2024.100.212
TimesNetHorizon=720, Parameter(720)=301.7M2024.100.22
iTransformerHorizon=720, Parameter(720)=7.04M2024.100.225
SCINetHorizon=720, Parameter(720)=23.62M2024.100.231
FEDformerHorizon=720, Parameter(720)=17.98M2024.100.244