122 citations · 126 across the 3 of their papers we have counts for
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stat.ML2020★ 2 cited
Macroscopic Traffic Flow Modeling with Physics Regularized Gaussian Process: Generalized Formulations
Yun Yuan, Zhao Zhang, Xianfeng Terry Yang
Despite the success of classical traffic flow (e.g., second-order macroscopic) models and data-driven (e.g., Machine Learning - ML) approaches in traffic state estimation, those ap…
stat.ML2020★ 122 cited
Macroscopic Traffic Flow Modeling with Physics Regularized Gaussian Process: A New Insight into Machine Learning Applications
Yun Yuan, Xianfeng Terry Yang, Zhao Zhang +1
Despite the wide implementation of machine learning (ML) techniques in traffic flow modeling recently, those data-driven approaches often fall short of accuracy in the cases with a…