Convergence properties of weighted particle islands with application to the double bootstrap algorithm

Particle island models [31] provide a means of parallelization of sequential Monte Carlo methods, and in this paper we present novel convergence results for algorithms of this sort. In particular we establish a central limit theorem—as the number of islands and the common size of the islands tend jo...

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Bibliographic Details
Main Authors: Pierre Del Moral, Eric Moulines, Jimmy Olsson, Christelle Vergé
Format: Article
Language:English
Published: Institute for Operations Research and the Management Sciences (INFORMS) 2016-12-01
Series:Stochastic Systems
Subjects:
Online Access:http://www.i-journals.org/ssy/viewarticle.php?id=190&layout=abstract

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