Abstract #301769


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JSM 2002 Abstract #301769
Activity Number: 253
Type: Contributed
Date/Time: Tuesday, August 13, 2002 : 2:00 PM to 3:50 PM
Sponsor: Section on Bayesian Stat. Sciences*
Abstract - #301769
Title: A New Simulation Method for Bayesian Model Mixing
Author(s): Giovanni Petris*+
Affiliation(s): University of Arkansas
Address: , Fayetteville, Arkansas, 72701, USA
Keywords: MCMC ; Bayesian inference ; Model averaging
Abstract:

We propose an efficient and easy-to-implement method to sample from a multidimensional distribution with nested degenerate masses. The method is based on a transformation of the mixed distribution into an absolutely continuous one. We show how, when the distribution of interest is the posterior corresponding to a prior with degenerate masses, one can avoid computing the relative weights of the various components (usually performed via numerical integration). Examples of applications are provided.


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