Comment: Gibbs Sampling, Exponential Families, and Orthogonal Polynomials

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Comment: Gibbs Sampling, Exponential Families and Orthogonal Polynomials

Patrizia Berti is Professor, Dipartimento di Matematica Pura ed Applicata “G. Vitali”, Universita’ di Modena e Reggio-Emilia, via Campi 213/B, 41100 Modena, Italy e-mail: [email protected]. Guido Consonni is Professor, Dipartimento di Economia Politica e Metodi Quantitativi, Universita’ di Pavia, via S. Felice 5, 27100 Pavia, Italy e-mail: [email protected]. Luca Pratelli is Profe...

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Comment: Gibbs Sampling, Exponential Families, and Orthogonal Polynomials

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Gibbs Sampling, Exponential Families and Orthogonal Polynomials

We give families of examples where sharp rates of convergence to stationarity of the widely used Gibbs sampler are available. The examples involve standard exponential families and their conjugate priors. In each case, the transition operator is explicitly diagonalizable with classical orthogonal polynomials as eigenfunctions.

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Rejoinder: Gibbs Sampling, Exponential Families and Orthogonal Polynomials

We are thankful to the discussants for their hard, interesting work. The main purpose of our paper was to give reasonably sharp rates of convergence for some simple examples of the Gibbs sampler. We chose examples from expository accounts where direct use of available techniques gave practically useless answers. Careful treatment of these simple examples grew into bivariate modeling and Lancast...

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Discussion of “Gibbs sampling, exponential families, and orthogonal polynomials” by Diaconis, Khare, and Saloff-Coste

It is our pleasure to congratulate the authors (hereafter DKSC) on an interesting paper that was a delight to read. While DKSC provide a remarkable collection of connections between different representations of the Markov chains in their paper, we will focus on the “running time analysis” portion. This is a familiar problem to statisticians; given a target population, how can we obtain a repres...

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ژورنال

عنوان ژورنال: Statistical Science

سال: 2008

ISSN: 0883-4237

DOI: 10.1214/08-sts252c