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ResearchFormerly WizWand

Multivariate Time Series Prediction on PEMS08

0.063MSEAda-MSHyper
0.026880.270690.51450.75831May 28, 2024Jun 23, 2024Jul 19, 2024Aug 14, 2024Sep 9, 2024Oct 5, 2024Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Ada-MSHyperPrediction Length (H)=122024.100.0630.165
Ada-MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.0760.177
iTransformerPrediction Length (H)=122024.100.0790.182
iTransformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.0850.194
SCINetPrediction Length (H)=122024.100.0870.184
Ada-MSHyperPrediction Length (H)=242024.100.1090.229
MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1120.211
TimesNetPrediction Length (H)=122024.100.1120.212
MSHyperPrediction Length (H)=122024.100.1130.209
iTransformerPrediction Length (H)=242024.100.1150.219
SCINetPrediction Length (H)=242024.100.1220.221
TimeMixerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1330.252
Autoformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1330.225
ForecastGrapherInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.140.212
TimesNetPrediction Length (H)=242024.100.1410.238
iTransformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.150.226
Crossformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.150.244
DLinearPrediction Length (H)=122024.100.1540.276
SCINetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1580.244
Ada-MSHyperPrediction Length (H)=482024.100.1590.238
TimeMixerPrediction Length (H)=122024.100.1620.337
CrossformerPrediction Length (H)=122024.100.1650.214
PatchTSTPrediction Length (H)=122024.100.1680.232
FEDformerPrediction Length (H)=122024.100.1730.273
TimeMixerPrediction Length (H)=242024.100.1810.364
iTransformerPrediction Length (H)=482024.100.1860.235
SCINetPrediction Length (H)=482024.100.1890.27
TimesNetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1930.271
TimesNetPrediction Length (H)=482024.100.1980.283
FEDformerPrediction Length (H)=242024.100.210.301
CrossformerPrediction Length (H)=242024.100.2150.26
TimeMixerPrediction Length (H)=482024.100.2240.422
PatchTSTPrediction Length (H)=242024.100.2240.281
MSHyperPrediction Length (H)=242024.100.230.248
FEDformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.2320.276
TimesNetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.2340.323
DLinearforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.2380.289
DLinearPrediction Length (H)=242024.100.2480.353
CrossformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.2680.307
PatchTSTInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.280.321
SCINetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.2810.366
PatchTSTforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.3040.409
CrossformerPrediction Length (H)=482024.100.3150.355
MSHyperPrediction Length (H)=482024.100.3170.324
FEDformerPrediction Length (H)=482024.100.320.394
PatchTSTPrediction Length (H)=482024.100.3210.354
DLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.3790.416
AutoformerPrediction Length (H)=122024.100.4360.485
DLinearPrediction Length (H)=482024.100.440.47
AutoformerPrediction Length (H)=242024.100.4670.502
RLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.5290.487
AutoformerPrediction Length (H)=482024.100.9660.733