The pseudo likelihood method of Besag (1974) has remained a popular method for estimating Markov random field on a very large lattice, despite various documented deficiencies. This is partly because ...

We consider in this paper the problem of sampling a high-dimensional probability distribution π having a density w.r.t the Lebesgue measure on ℝd, known up to a ...