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ResearchFormerly WizWand

Multivariate Time Series Forecasting on Traffic

0.4162RSEMTGNN
0.4019920.4978960.59380.689704Sep 12, 2018Dec 24, 2018Apr 6, 2019Jul 19, 2019Oct 30, 2019Feb 10, 2020May 24, 2020
Updated 8mo ago

Evaluation results

MethodLinks
MTGNNHorizon=32020.050.4162—0.8963
LSTNet-AttnHorizon=32018.090.44030.31960.8704
MTGNNHorizon=122020.050.4461—0.8794
Temporal Pattern AttentionHorizon=32018.090.44870.29010.8812
MTGNNHorizon=242020.050.4535—0.881
SETARHorizon=32018.090.46110.32260.8641
Temporal Pattern AttentionHorizon=122018.090.46410.31120.8717
Temporal Pattern AttentionHorizon=62018.090.46580.29990.8717
MTGNNHorizon=62020.050.4754—0.8667
Temporal Pattern AttentionHorizon=242018.090.47650.31180.8629
LSTNet-SkipHorizon=32018.090.47770.32870.8721
SETARHorizon=62018.090.48050.33720.8506
SETARHorizon=122018.090.48460.33680.8465
LSTNet-SkipHorizon=62018.090.48930.36270.869
LSTNet-AttnHorizon=62018.090.48970.32770.8669
SETARHorizon=242018.090.48980.33480.8443
LSTNet-SkipHorizon=122018.090.4950.35180.8614
LSTNet-AttnHorizon=122018.090.49730.35570.854
LSTNet-SkipHorizon=242018.090.51730.38520.8588
LSTNet-AttnHorizon=242018.090.530.36660.8429
LSVRHorizon=32018.090.5740.46290.7993
LRidgeHorizon=32018.090.58330.49650.8038
LSVRHorizon=242018.090.59090.50410.785
LRidgeHorizon=62018.090.5920.51150.8051
ARHorizon=32018.090.59910.44910.7752
ARHorizon=32020.050.5991—0.7752
GPHorizon=242018.090.59950.48290.7909
LRidgeHorizon=242018.090.60250.48460.7862
GPHorizon=32018.090.60820.51480.7831
LRidgeHorizon=122018.090.61480.51980.7879
ARHorizon=62018.090.62180.4610.7568
ARHorizon=62020.050.6218—0.7568
ARHorizon=122018.090.62520.470.7544
ARHorizon=122020.050.6252—0.7544
ARHorizon=242018.090.62930.46960.7519
ARHorizon=242020.050.63—0.7519
GPHorizon=122018.090.64060.53160.7671
LSVRHorizon=62018.090.6580.54830.7267
GPHorizon=62018.090.67720.57590.7406
LSVRHorizon=122018.090.77140.74540.6711