Article ID Journal Published Year Pages File Type
1151529 Statistics & Probability Letters 2016 8 Pages PDF
Abstract

Let ππ be a positive continuous target density on RR. Let PP be the Metropolis–Hastings operator on the Lebesgue space L2(π)L2(π) corresponding to a proposal Markov kernel QQ on RR. 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 ress(P)ress(P) of PP. In this paper a computable bound of ress(P)ress(P) is obtained under the following assumption on the proposal kernel: QQ has a bounded continuous density q(x,y)q(x,y) on R2R2 satisfying the following finite range assumption : |u|>s⇒q(x,x+u)=0 (for some s>0s>0). This result is illustrated with Random Walk Metropolis–Hastings kernels.

Related Topics
Physical Sciences and Engineering Mathematics Statistics and Probability
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