Asymptotic variance for Random walk Metropolis chains in high dimensions: logarithmic growth via the Poisson equation

Aleksandar Mijatović, Jure Vogrinc

There are two ways of speeding up MCMC algorithms: (1) construct more complex samplers that use gradient and higher order information about the target and (2) design a control vari…