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Activity Number: 475
Type: Contributed
Date/Time: Wednesday, August 1, 2007 : 2:00 PM to 3:50 PM
Sponsor: IMS
Abstract - #309022
Title: Using Subsampling in Markov Chain Monte Carlo
Author(s): James Flegal*+
Companies: The University of Minnesota
Address: 1901 Emerson Ave S 104, Minneapolis, MN, 55403,
Keywords: Markov chain ; subsampling ; fixed-width ; batch means
Abstract:

Markov chain Monte Carlo is a method of producing a correlated sample to estimate characteristics of a target distribution. Several research papers deal with the special case in estimating ergodic averages and their corresponding standard errors. A fundamental question is how to estimate the standard error of the $q$th quantile of $\pi$? To this end, we will use subsampling as a method of estimating the MCSE of the estimate. Further, we will compare our results to some common alternatives.


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Revised September, 2007