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ResearchFormerly WizWand

Time Series Forecasting on PEMS03 (MSE, MAE, Imp. MSE)

0.086MSEMinusformer L=336 + CM
0.079880.121190.16250.20381Oct 30, 2024
Updated 5mo ago

Evaluation results

MethodLinks
Minusformer L=336 + CMBackbone=Minusformer, Input window size (L)=336, Horizon (H)=Average 4Hs, Method variant=with CM2024.100.0860.1881.1
Minusformer L=336Backbone=Minusformer, Input window size (L)=336, Horizon (H)=Average 4Hs, Method variant=without CM2024.100.0870.19—
CARD L=720 + CMBackbone=CARD, Input window size (L)=720, Horizon (H)=Average 4Hs, Method variant=with CM2024.100.1120.2163.4
Minusformer L=96 + CMBackbone=Minusformer, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=with CM2024.100.1140.22317.4
CARD L=720Backbone=CARD, Input window size (L)=720, Horizon (H)=Average 4Hs, Method variant=without CM2024.100.1160.22—
iTransformer + CMBackbone=iTransformer, Horizon (H)=Average 4Hs, Method variant=with CM2024.100.1240.23112.7
Minusformer L=96Backbone=Minusformer, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=without CM2024.100.1380.245—
iTransformerBackbone=iTransformer, Horizon (H)=Average 4Hs, Method variant=without CM2024.100.1420.248—
PRformer + CMBackbone=PRformer, Horizon (H)=Average 4Hs, Method variant=with CM2024.100.1430.2485.9
PRformerBackbone=PRformer, Horizon (H)=Average 4Hs, Method variant=without CM2024.100.1520.254—
CARD L=96 + CMBackbone=CARD, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=with CM2024.100.2210.3187.6
CARD L=96Backbone=CARD, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=without CM2024.100.2390.329—