Optimal scaling and diffusion limits for the Langevin algorithm in high dimensions

Natesh S. Pillai, Andrew M. Stuart, Alexandre H. Thiéry

The Metropolis-adjusted Langevin (MALA) algorithm is a sampling algorithm which makes local moves by incorporating information about the gradient of the logarithm of the target den…