Online Bus Speed Prediction With Spatiotemporal Interaction: A Laplace Approximation-Based Bayesian Approach

Online Bus Speed Prediction With Spatiotemporal Interaction: A Laplace Approximation-Based Bayesian Approach

This study proposes a novel Bayesian hierarchical approach for online bus speed prediction by explicitly accounting for the spatiotemporal interaction (STI) of speed observations. The use of Laplace approximation can expedite the estimation of Bayesian models and enable the implementation of online...

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Bibliographic Details
Main Authors: Haipeng Cui, Kun Xie, Bin Hu, Hangfei Lin
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Bus speed prediction
Bayesian hierarchical approach
spatiotemporal interaction
Laplace approximation
public transit operation
Online Access:https://ieeexplore.ieee.org/document/9496672/

Internet

https://ieeexplore.ieee.org/document/9496672/

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