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math.OC2022★ 4 cited
Generalized Adaptive Smoothing Using Matrix Completion for Traffic State Estimation
Chuhan Yang, Bilal Thonnam Thodi, Saif Eddin Jabari
The Adaptive Smoothing Method (ASM) is a data-driven approach for traffic state estimation. It interpolates unobserved traffic quantities by smoothing measurements along spatio-tem…
math.OC2020★ 5 cited
Nonlinear Traffic Prediction as a Matrix Completion Problem with Ensemble Learning
Wenqing Li, Chuhan Yang, Saif Eddin Jabari
This paper addresses the problem of short-term traffic prediction for signalized traffic operations management. Specifically, we focus on predicting sensor states in high-resolutio…