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ResearchFormerly WizWand

Multivariate Time-series Forecasting on ETTh2 hourly (test)

0.223MSEPatchTST
0.016681.409342.8024.19466Jun 24, 2021Oct 19, 2021Feb 14, 2022Jun 11, 2022Oct 7, 2022Feb 1, 2023May 30, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PatchTSTForecast Length (H)=48, Lookback Length (T)=962023.050.2230.297
KoopaForecast Length (H)=48, Lookback Length (T)=962023.050.2260.3
DLinearForecast Length (H)=48, Lookback Length (T)=962023.050.2260.305
TimesNetForecast Length (H)=48, Lookback Length (T)=962023.050.2410.319
MICNForecast Length (H)=48, Lookback Length (T)=962023.050.260.336
AutoformerPredicted Length=242021.060.2610.341
FiLMForecast Length (H)=48, Lookback Length (T)=962023.050.2610.324
DLinearForecast Length (H)=96, Lookback Length (T)=1922023.050.2940.351
KoopaForecast Length (H)=96, Lookback Length (T)=1922023.050.2970.349
PatchTSTForecast Length (H)=96, Lookback Length (T)=1922023.050.30.353
AutoformerPredicted Length=482021.060.3120.373
FiLMForecast Length (H)=96, Lookback Length (T)=1922023.050.3220.372
TimesNetForecast Length (H)=96, Lookback Length (T)=1922023.050.3250.376
KoopaForecast Length (H)=144, Lookback Length (T)=2882023.050.3330.381
MICNForecast Length (H)=96, Lookback Length (T)=1922023.050.3430.393
PatchTSTForecast Length (H)=144, Lookback Length (T)=2882023.050.3460.39
FiLMForecast Length (H)=144, Lookback Length (T)=2882023.050.3520.397
DLinearForecast Length (H)=144, Lookback Length (T)=2882023.050.3540.397
AutoformerForecast Length (H)=48, Lookback Length (T)=962023.050.3550.38
KoopaForecast Length (H)=192, Lookback Length (T)=3842023.050.3560.393
FiLMForecast Length (H)=192, Lookback Length (T)=3842023.050.3610.41
TimesNetForecast Length (H)=144, Lookback Length (T)=2882023.050.3740.408
MICNForecast Length (H)=144, Lookback Length (T)=2882023.050.3740.411
PatchTSTForecast Length (H)=192, Lookback Length (T)=3842023.050.3830.406
KNFForecast Length (H)=48, Lookback Length (T)=962023.050.3850.376
DLinearForecast Length (H)=192, Lookback Length (T)=3842023.050.3850.418
TimesNetForecast Length (H)=192, Lookback Length (T)=3842023.050.3940.434
AutoformerForecast Length (H)=96, Lookback Length (T)=1922023.050.4270.432
KNFForecast Length (H)=96, Lookback Length (T)=1922023.050.4330.446
KNFForecast Length (H)=144, Lookback Length (T)=2882023.050.4410.456
MICNForecast Length (H)=192, Lookback Length (T)=3842023.050.4550.464
AutoformerPredicted Length=1682021.060.4570.455
AutoformerForecast Length (H)=144, Lookback Length (T)=2882023.050.4570.461
AutoformerPredicted Length=3362021.060.4710.475
AutoformerPredicted Length=7202021.060.4740.484
AutoformerForecast Length (H)=192, Lookback Length (T)=3842023.050.5030.491
KNFForecast Length (H)=192, Lookback Length (T)=3842023.050.5280.503
InformerPredicted Length=242021.060.720.665
LogTransPredicted Length=242021.060.8280.75
LSTMaPredicted Length=242021.061.1430.813
InformerPredicted Length=482021.061.4571.001
ReformerPredicted Length=242021.061.5311.613
LSTMaPredicted Length=482021.061.6711.221
LogTransPredicted Length=482021.061.8061.034
ReformerPredicted Length=482021.061.8711.735
LSTNetPredicted Length=3362021.062.5442.591
InformerPredicted Length=3362021.062.7231.34
LSTNetPredicted Length=242021.062.7421.457
LSTNetPredicted Length=1682021.063.2422.513
LSTMaPredicted Length=3362021.063.4341.549
InformerPredicted Length=7202021.063.4671.473
InformerPredicted Length=1682021.063.4891.515
LSTNetPredicted Length=482021.063.5671.687
LogTransPredicted Length=3362021.063.8751.763
LogTransPredicted Length=7202021.063.9131.552
LSTMaPredicted Length=7202021.063.9631.788
ReformerPredicted Length=3362021.064.0281.688
LogTransPredicted Length=1682021.064.071.681
LSTMaPredicted Length=1682021.064.1171.674
LSTNetPredicted Length=7202021.064.6253.709
ReformerPredicted Length=1682021.064.661.846
ReformerPredicted Length=7202021.065.3812.015