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 (Author)
Other Authors: Massachusetts Institute of Technology. Department of Aeronautics and Astronautics (Contributor)
Format: Article
Language:English
Published: Society for Industrial & Applied Mathematics (SIAM), 2020-08-12T14:23:05Z.
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