JSM 2011 Online Program

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Abstract Details

Activity Number: 664
Type: Contributed
Date/Time: Thursday, August 4, 2011 : 10:30 AM to 12:20 PM
Sponsor: Section on Survey Research Methods
Abstract - #301939
Title: A Noninformative Bayesian Approach to Cluster Sampling
Author(s): Michael Soma*+
Companies: University of Minnesota
Address: 2700 W 44th St. apt 307, Minneapolis, MN, 55410,
Keywords: cluster sampling ; two-stage ; Bayesian ; noninformative
Abstract:

The focus of this talk will be on Bayesian approaches to two-stage cluster sampling. We will provide background information on the Polya posterior and Meeden's approach two stage cluster sampling. Also, we show Nandram and Sedransk's fully Bayesian approach when the parameter space is binary. Through simulation, we show how these two methods perform compared to classical design based estimates under a variety of assumptions on the known population. Through these simulations and literature review we propose extending further the fully Bayesian procedure to allow for constraints on total number of secondary sampling units.


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