A computable bound of the essential spectral radius of finite range Metropolis--Hastings kernels

preprint2016arXivOpen access

Abstract

Let ππ be a positive continuous target density on R\mathbb{R}. Let PP be the Metropolis-Hastings operator on the Lebesgue space L2(π)\mathbb{L}^2(π) corresponding to a proposal Markov kernel QQ on R\mathbb{R}. When using the quasi-compactness method to estimate the spectral gap of PP, a mandatory first step is to obtain an accurate bound of the essential spectral radius r_ess(P)r\_{ess}(P) of PP. In this paper a computable bound of r_ess(P)r\_{ess}(P) is obtained under the following assumption on the proposal kernel: QQ has a bounded continuous density q(x,y)q(x,y) on R2\mathbb{R}^2 satisfying the following finite range assumption : $|u| \textgreater{} s \, \Rightarrow\, q(x,x+u) = 0$ (for some $s\textgreater{}0$). This result is illustrated with Random Walk Metropolis-Hastings kernels.

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