Optimal scaling of MCMC algorithms: the Hamiltonian approach

P. Dobson, J. M. Sanz-Serna, K. C. Zygalakis

We present a simple, yet general approach to study the scaling properties as the dimensionality of Metropolised MCMC sampling algorithms increases. The study relies on the symmetri…