Transport Map Accelerated Markov Chain Monte Carlo

We introduce a new framework for efficient sampling from complex probability distributions, using a combination of transport maps and the Metropolis-Hastings rule. The core idea is to use deterministic couplings to transform typical Metropolis proposal mechanisms (e.g., random walks, Langevin method...

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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), 2020-08-05T15:06:40Z.
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