A Stable Manifold MCMC Method for High Dimensions
  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. 
Alexandros Beskos
stat.ME