BAYESIAN TEST FOR THE EQUALITY OF THE MEANS AND VARIANCES OF THE TWO NORMAL POPULATIONS WITH VARIANCES RELATED TO THE MEANS USING NONINFORMATIVE PRIORS

  • Kim, Dal-Ho (Department of Statistics, Kyungpook National University) ;
  • Kang, Sang-Gil (Department of Applied Statistics, Sanji University) ;
  • Lee, Woo-Dong (Faculty of Information Science, Kyungsan University)
  • Published : 2003.09.01

Abstract

In this paper, when the variance of the normal distribution is related to the mean, we develop noninformative priors such as matching priors and reference priors. We prove that the second order matching prior matches alternative coverage probabilities up to the same order and also it is a HPD matching prior. It turns out that one-at-a-time reference prior satisfies a second order matching criterion. Then using these noninformative priors, we develop a Bayesian test procedure for the equality of the means and variances of two independent normal distributions using fractional Bayes factor. Some simulation study is performed, and a real data example is also provided.

Keywords

References

  1. Journal of the American Statistical Association v.84 Estimating a product of means : Bayesian analysis with reference priors BERGER,J.O.;BERNARDO,J.M.
  2. In Bayesian Statistics IV On the development of reference priors (with discussion) BERGER,J.O.;BERNARDO,J.M.;J.M.Bernardo(ed.);J.O.Berger(ed.);A.P.Dawid(ed.);A.F.M.Smith(ed.)
  3. Journal of the Royal Statistical Society v.B41 Reference posterior distributions for Bayesian inference (with discussion) BERNARDO,J.M.
  4. Biometrics v.41 Interval estimates for the ratio of the means of two normal populations with variances related to the means COX,C.P.
  5. Technometrics v.8 A note on the variance of the distribution of sample number in sequential probability ratio tests COX,C.P.;ROSEBERRY,T.D.
  6. Journal of the Royal Statistical Society v.B49 Parameter orthogonality and approximate conditional inference (with discussion) COX,D.R.;REID,N.
  7. Biometrika v.82 On priors providing frequentist validity for Bayesian inference DATTA,G.S.;GHOSH,J.K.
  8. Journal of the American Statistical Association v.90 Some remarks on noninformative priors DATTA,G.S.;GHOSH,M.
  9. The Annals of Statistics v.24 On the invariance of noninformative priors DATTA,G.S.;GHOSH,M.
  10. Calcutta Statistical Association Bulletin v.50 Some new results on probability matching priors DATTA,G.S.;GHOSH,M.;MUKERJEE,R.
  11. Journal of the Royal Statistical Society v.B56 Frequentist and Bayesian Bartlett correction of test statistics based on adjusted profile likelihoods DICICCIO,T.J.;STERN,S.E.
  12. The American Statistician v.23 An analogue to Fieller's theorem using Scheffe's solution to the Fisher-Behrens problem ELSTON,R.C.
  13. Quarterly Journal of Pharmacy and Pharmacology v.17 A fundamental formula in the statistics of biological assay, and some applications FIELLER,E.C.
  14. In Bayesian Statistics IV Noninformative priors (with discussion) GHOSH,J.K.;MUKERJEE,R;J.M.Bernardo(ed.);J.O.Berger(ed.);A.P.Dawid(ed.);A.F.M.Smith(ed.)
  15. Statistics & Decisions v.13 Frequentist validity of highest posterior density regions in the presence of nuisance parameters GHOSH,J.K.;MUKERJEE,R.
  16. Biometrika v.80 Frequentist validity of posterior quantiles in the presence of a nuisance parameter ; Higher order asymptotics MUKERJEE,R.;DEY,D.K.
  17. Biometrika v.84 Second order probability matching priors MUKERJEE,R.;GHOSH,M.
  18. Biometrika v.86 On a propersy of probability matching priors : Matching the alternative coverage probabilities MUKERJEE,R.;REID,N.
  19. Journal of the royal Statistical Society v.B57 Fractional Bayes factors for model comparison (with discussion) O'HAGAN,A.
  20. Biometrics Bulletin v.2 An approximate distribution of estimates of variance components SATTERTHWAITE,F.E.
  21. Statistical Methods (7th ed.) SNEDECOR,G.W.;COCHRAN,W.G.
  22. Principles and Procedures of Statistics (2nd ed.) STEEL,R.G.D.;TORRIE,J.H.
  23. Sequential Methods in Statistics, Banach Center Publications v.16 On the coverage probability of confidence sets based on a prior distribution STEIN,C.
  24. Biometrika v.76 Noninformative priors for one parameter of many TIBSHIRANI,R.
  25. Journal of the Royal Statistical Society v.25 On formulae for confidence points based on integrals of weighted likelihoods WELCH,B.N.;PEERS,B.