A note on diffusive/random-walk behaviour in Metropolis--Hastings algorithms

Yuxin Liu, Peiyi Zhou, Samuel Livingstone

We prove a general result that if a Metropolis--Hastings algorithm has a proposal that is not geometrically ergodic and the acceptance rate approaches unity at a suitable rate as t…