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stat.ME2017

Localization for MCMC: sampling high-dimensional posterior distributions with local structure

Matthias Morzfeld, Xin T. Tong, Youssef M. Marzouk

We investigate how ideas from covariance localization in numerical weather prediction can be used in Markov chain Monte Carlo (MCMC) sampling of high-dimensional posterior distribu…