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ResearchFormerly WizWand

Multivariate Time Series Prediction on PEMS04

0.068MSEAda-MSHyper
0.044880.200940.3570.51306May 28, 2024Jun 23, 2024Jul 19, 2024Aug 14, 2024Sep 9, 2024Oct 5, 2024Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Ada-MSHyperPrediction Length (H)=122024.100.0680.173
SCINetPrediction Length (H)=122024.100.0730.177
iTransformerPrediction Length (H)=122024.100.0780.183
Ada-MSHyperPrediction Length (H)=242024.100.080.189
SCINetPrediction Length (H)=242024.100.0840.193
TimesNetPrediction Length (H)=122024.100.0870.195
SCINetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.0920.202
ForecastGrapherInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.0930.204
Ada-MSHyperPrediction Length (H)=482024.100.0930.204
iTransformerPrediction Length (H)=242024.100.0950.205
CrossformerPrediction Length (H)=122024.100.0980.218
SCINetPrediction Length (H)=482024.100.0990.211
MSHyperPrediction Length (H)=122024.100.1030.197
TimesNetPrediction Length (H)=242024.100.1030.215
PatchTSTPrediction Length (H)=122024.100.1050.224
iTransformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1110.221
iTransformerPrediction Length (H)=482024.100.120.233
TimesNetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1290.241
CrossformerPrediction Length (H)=242024.100.1310.256
TimesNetPrediction Length (H)=482024.100.1360.25
FEDformerPrediction Length (H)=122024.100.1380.262
MSHyperPrediction Length (H)=242024.100.1480.245
DLinearPrediction Length (H)=122024.100.1480.272
PatchTSTPrediction Length (H)=242024.100.1530.275
TimeMixerPrediction Length (H)=122024.100.1680.344
FEDformerPrediction Length (H)=242024.100.1770.293
TimeMixerPrediction Length (H)=242024.100.1830.362
MSHyperPrediction Length (H)=482024.100.1910.308
PatchTSTInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1950.307
TimeMixerPrediction Length (H)=482024.100.1990.383
CrossformerPrediction Length (H)=482024.100.2050.326
CrossformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.2090.314
DLinearPrediction Length (H)=242024.100.2240.34
PatchTSTPrediction Length (H)=482024.100.2290.339
FEDformerPrediction Length (H)=482024.100.270.368
DLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.2950.388
DLinearPrediction Length (H)=482024.100.3550.437
AutoformerPrediction Length (H)=122024.100.4240.491
AutoformerPrediction Length (H)=242024.100.4590.509
RLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.5260.491
AutoformerPrediction Length (H)=482024.100.6460.61