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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Format: | Article |
Language: | English |
Published: |
Society for Industrial & Applied Mathematics (SIAM),
2020-08-05T15:06:40Z.
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Online Access: | Get fulltext |