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The Spectrum of the Independent Metropolis–Hastings Algorithm
Authors:Jørund Gåsemyr
Institution:(1) Department of Mathematics, University of Oslo, Box 1053, Blindern, N–0316, Oslo, Norway
Abstract:In this paper we perform a spectral analysis for the kernel operator associated with the transition kernel for the Metropolis–Hastings algorithm that uses a fixed, location independent proposal distribution. Our main result is to establish the spectrum of the kernel operator T in the continuous case, thereby generalizing the results obtained by Liu in (Statist. Comput. 6, 113–119 1996) for the finite case.
Keywords:Independent chain  Markov Chain Monte Carlo  Metropolized independent sampling
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