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The Barker proposal: Combining robustness and efficiency in gradient‐based MCMC

There is a tension between robustness and efficiency when designing Markov chain Monte Carlo (MCMC) sampling algorithms. Here we focus on robustness with respect to tuning parameters, showing that more sophisticated algorithms tend to be more sensitive to the choice of step‐size parameter and less r...

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Detalles Bibliográficos
Autores principales: Livingstone, Samuel, Zanella, Giacomo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9303935/
https://www.ncbi.nlm.nih.gov/pubmed/35910401
http://dx.doi.org/10.1111/rssb.12482