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Generating MCMC proposals by randomly rotating the regular simplex

We present the simplicial sampler, a class of parallel MCMC methods that generate and choose from multiple proposals at each iteration. The algorithm’s multiproposal randomly rotates a simplex connected to the current Markov chain state in a way that inherently preserves symmetry between proposals....

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Detalles Bibliográficos
Autor principal: Holbrook, Andrew J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10553364/
https://www.ncbi.nlm.nih.gov/pubmed/37799825
http://dx.doi.org/10.1016/j.jmva.2022.105106