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Using Perturbed Underdamped Langevin Dynamics to Efficiently Sample from Probability Distributions

In this paper we introduce and analyse Langevin samplers that consist of perturbations of the standard underdamped Langevin dynamics. The perturbed dynamics is such that its invariant measure is the same as that of the unperturbed dynamics. We show that appropriate choices of the perturbations can l...

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Detalles Bibliográficos
Autores principales: Duncan, A. B., Nüsken, N., Pavliotis, G. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6959385/
https://www.ncbi.nlm.nih.gov/pubmed/32009676
http://dx.doi.org/10.1007/s10955-017-1906-8