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ResearchFormerly WizWand

Multivariate Time Series Prediction on PEMS07

0.055MSEAda-MSHyper
0.037040.158270.27950.40073May 28, 2024Jun 23, 2024Jul 19, 2024Aug 14, 2024Sep 9, 2024Oct 5, 2024Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Ada-MSHyperPrediction Length (H)=122024.100.0550.154
Ada-MSHyperPrediction Length (H)=242024.100.0650.172
iTransformerPrediction Length (H)=122024.100.0670.165
SCINetPrediction Length (H)=122024.100.0680.171
ForecastGrapherInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.0790.172
Ada-MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.080.189
TimesNetPrediction Length (H)=122024.100.0820.181
iTransformerPrediction Length (H)=242024.100.0880.19
MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.0930.203
CrossformerPrediction Length (H)=122024.100.0940.2
PatchTSTPrediction Length (H)=122024.100.0950.207
iTransformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1010.204
TimesNetPrediction Length (H)=242024.100.1010.204
FEDformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1060.208
Ada-MSHyperPrediction Length (H)=482024.100.1070.204
DLinearforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1090.22
FEDformerPrediction Length (H)=122024.100.1090.225
iTransformerPrediction Length (H)=482024.100.110.215
MSHyperPrediction Length (H)=242024.100.1110.225
DLinearPrediction Length (H)=122024.100.1150.242
SCINetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1190.217
SCINetPrediction Length (H)=242024.100.1190.225
TimesNetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1240.225
FEDformerPrediction Length (H)=242024.100.1250.244
TimesNetPrediction Length (H)=482024.100.1340.238
MSHyperPrediction Length (H)=122024.100.1370.256
MSHyperPrediction Length (H)=482024.100.1370.221
TimeMixerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1380.253
CrossformerPrediction Length (H)=242024.100.1390.247
PatchTSTforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1450.267
SCINetPrediction Length (H)=482024.100.1490.237
PatchTSTPrediction Length (H)=242024.100.150.262
TimeMixerPrediction Length (H)=122024.100.1510.322
FEDformerPrediction Length (H)=482024.100.1650.288
TimeMixerPrediction Length (H)=242024.100.1690.348
TimesNetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1810.272
iTransformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1830.363
SCINetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1890.374
Crossformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1950.308
TimeMixerPrediction Length (H)=482024.100.1960.384
AutoformerPrediction Length (H)=122024.100.1990.336
DLinearPrediction Length (H)=242024.100.210.329
PatchTSTInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.2110.303
CrossformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.2350.315
Autoformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.2410.343
PatchTSTPrediction Length (H)=482024.100.2530.34
CrossformerPrediction Length (H)=482024.100.3110.369
AutoformerPrediction Length (H)=242024.100.3230.42
DLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.3290.395
AutoformerPrediction Length (H)=482024.100.390.47
DLinearPrediction Length (H)=482024.100.3980.458
RLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.5040.478