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Geometry-informed irreversible perturbations for accelerated convergence of Langevin dynamics

We introduce a novel geometry-informed irreversible perturbation that accelerates convergence of the Langevin algorithm for Bayesian computation. It is well documented that there exist perturbations to the Langevin dynamics that preserve its invariant measure while accelerating its convergence. Irre...

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Detalles Bibliográficos
Autores principales: Zhang, Benjamin J., Marzouk, Youssef M., Spiliopoulos, Konstantinos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9485103/
https://www.ncbi.nlm.nih.gov/pubmed/36156938
http://dx.doi.org/10.1007/s11222-022-10147-6