Literature DB >> 27057264

Objective Bayesian Inference for Bilateral Data.

Cyr Emile M'lan1, Ming-Hui Chen2.   

Abstract

This paper presents three objective Bayesian methods for analyzing bilateral data under Dallal's model and the saturated model. Three parameters are of interest, namely, the risk difference, the risk ratio, and the odds ratio. We derive Jeffreys' prior and Bernardo's reference prior associated with the three parameters that characterize Dallal's model. We derive the functional forms of the posterior distributions of the risk difference and the risk ratio and discuss how to sample from their posterior distributions. We demonstrate the use of the proposed methodology with two real data examples. We also investigate small, moderate, and large sample properties of the proposed methodology and the frequentist counterpart via simulations.

Entities:  

Keywords:  Bayes factor; Dallal’s model; Jeffreys’ prior; Odds ratio; Product trinomial distribution; Reference prior; Risk difference; Risk ratio

Year:  2015        PMID: 27057264      PMCID: PMC4821170          DOI: 10.1214/14-BA890

Source DB:  PubMed          Journal:  Bayesian Anal        ISSN: 1931-6690            Impact factor:   3.728


  11 in total

Review 1.  Goodness-of-fit tests for correlated paired binary data.

Authors:  Man-Lai Tang; Yan-Bo Pei; Weng-Kee Wong; Jia-Liang Li
Journal:  Stat Methods Med Res       Date:  2010-09-01       Impact factor: 3.021

2.  An invariant form for the prior probability in estimation problems.

Authors:  H JEFFREYS
Journal:  Proc R Soc Lond A Math Phys Sci       Date:  1946

3.  Statistical inference for correlated data in ophthalmologic studies.

Authors:  Man-Lai Tang; Nian-Sheng Tang; Bernard Rosner
Journal:  Stat Med       Date:  2006-08-30       Impact factor: 2.373

4.  A multicenter, randomized, double-blind, placebo-controlled trial of oral type I collagen treatment in patients with diffuse cutaneous systemic sclerosis: I. oral type I collagen does not improve skin in all patients, but may improve skin in late-phase disease.

Authors:  Arnold E Postlethwaite; Weng Kee Wong; Philip Clements; Soumya Chatterjee; Barri J Fessler; Andrew H Kang; Joseph Korn; Maureen Mayes; Peter A Merkel; Jerry A Molitor; Larry Moreland; Naomi Rothfield; Robert W Simms; Edwin A Smith; Robert Spiera; Virginia Steen; Kenneth Warrington; Barbara White; Frederick Wigley; Daniel E Furst
Journal:  Arthritis Rheum       Date:  2008-06

5.  Sample size for testing difference between two proportions for the bilateral-sample design.

Authors:  Shi-Fang Qiu; Nian-Sheng Tang; Man-Lai Tang; Yan-Bo Pei
Journal:  J Biopharm Stat       Date:  2009-09       Impact factor: 1.051

6.  Asymptotic confidence interval construction for proportion difference in medical studies with bilateral data.

Authors:  Nian-Sheng Tang; Shi-Fang Qiu; Man-Lai Tang; Yan-Bo Pei
Journal:  Stat Methods Med Res       Date:  2010-02-24       Impact factor: 3.021

7.  Paired Bernoulli trials.

Authors:  G E Dallal
Journal:  Biometrics       Date:  1988-03       Impact factor: 2.571

8.  Bilateral procedures in randomised controlled trials.

Authors:  R W Morris
Journal:  J Bone Joint Surg Br       Date:  1993-09

9.  Statistical methods in ophthalmology: an adjustment for the intraclass correlation between eyes.

Authors:  B Rosner
Journal:  Biometrics       Date:  1982-03       Impact factor: 2.571

10.  Duration of effusion after antibiotic treatment for acute otitis media: comparison of cefaclor and amoxicillin.

Authors:  E M Mandel; C D Bluestone; H E Rockette; M M Blatter; K S Reisinger; F P Wucher; J Harper
Journal:  Pediatr Infect Dis       Date:  1982 Sep-Oct
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