Markov chain Monte Carlo for a hyperbolic Bayesian inverse problem in traffic flow modeling

As a Bayesian approach to fitting motorway traffic flow models remains rare in the literature, we empirically explore the sampling challenges this approach offers which have to do with the strong correlations and multimodality of the posterior distribution. In particular, we provide a unified statis...

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Bibliographic Details
Main Authors: Jeremie Coullon, Yvo Pokern
Format: Article
Language:English
Published: Cambridge University Press 2022-01-01
Series:Data-Centric Engineering
Subjects:
Online Access:https://www.cambridge.org/core/product/identifier/S263267362200003X/type/journal_article