Multilevel Sequential Monte Carlo with Dimension-Independent Likelihood-Informed Proposals

In this article we develop a new sequential Monte Carlo method for multilevel Monte Carlo estimation. In particular, the method can be used to estimate expectations with respect to a target probability distribution over an infinite-dimensional and noncompact space—as produced, for example, by a Baye...

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Bibliographic Details
Main Author: Marzouk, Youssef M
Other Authors: Massachusetts Institute of Technology. Department of Aeronautics and Astronautics
Format: Article
Language:English
Published: Society for Industrial & Applied Mathematics (SIAM) 2020
Online Access:https://hdl.handle.net/1721.1/126540