A Stable Manifold MCMC Method for High Dimensions

preprint2014arXivOpen access

Abstract

We combine two important recent advancements of MCMC algorithms: first, methods utilizing the intrinsic manifold structure of the parameter space; then, algorithms effective for targets in infinite-dimensions with the critical property that their mixing time is robust to mesh refinement.

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