Ecological-type inference in matched-pair studies with fixed marginal totals

被引:4
|
作者
Barker, Laurie K. [1 ]
Griffin, Susan O.
Jeon, Seonghye [2 ]
Gray, Shellie Kolavic [3 ]
Vidakovic, Brani [2 ]
机构
[1] Ctr Dis Control & Prevent, Math Statistician Surveillance Invest & Res Team, Div Oral Hlth, Natl Ctr Chron Dis Prevent & Hlth Promot, Atlanta, GA 30341 USA
[2] Georgia Inst Technol, Atlanta, GA 30332 USA
[3] Northrop Grumman Corp, Atlanta, GA USA
基金
美国国家科学基金会;
关键词
matched-pair study; Bayesian inference; hierarchical model; ecological inference; Markov chain Monte Carlo; dental sealants meta-analysis; CONTINGENCY-TABLES; DISTRIBUTIONS; RETENTION; TRIALS; MODELS;
D O I
10.1002/sim.3919
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper applies a Bayesian approach to ecological-type inference in matched-pair studies because traditional methods that assume parallel tables are not directly applicable. The proposed procedure is based on a hierarchical Bayes structure which models information about the within-pair association. The proposed algorithm relies on Markov chain Monte Carlo simulation, recovers the full table, and reports its accuracy in terms of credible sets for the cell counts. This methodology is motivated and illustrated with examples from split-mouth designs assessing the effectiveness of dental sealant materials and cross-over trials comparing two forms of insulin. Published in 2011 by John Wiley & Sons, Ltd.
引用
收藏
页码:541 / 548
页数:8
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