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Spatiotemporal blocking of the bouncy particle sampler for efficient inference in state-space models

We propose a novel blocked version of the continuous-time bouncy particle sampler of Bouchard-Côté et al. (J Am Stat Assoc 113(522):855–867, 2018) which is applicable to any differentiable probability density. This alternative implementation is motivated by blocked Gibbs sampling for state-space mod...

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Detalles Bibliográficos
Autores principales: Goldman, Jacob Vorstrup, Singh, Sumeetpal S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8408370/
https://www.ncbi.nlm.nih.gov/pubmed/34483502
http://dx.doi.org/10.1007/s11222-021-10034-6

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