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Bayes tests for linearly constrained parameters

Research Project

Project/Area Number 11680329
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionJapan Women's University

Principal Investigator

SUGIURA Nariaki  Japan Woman's University, Department of Mathematical & Physical Sci.Professor, 理学部, 教授 (20033805)

Project Period (FY) 1999 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥1,700,000 (Direct Cost: ¥1,700,000)
Fiscal Year 2000: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1999: ¥1,400,000 (Direct Cost: ¥1,400,000)
KeywordsLoop-ordered alternatives / Simple ordered alternatives / Tree ordered alternatives / Polyhedral convex cone / likelihood ratio test / minimax contrast test / Half-normal prior / Change point model / Simulation / Linear regression with unequal variances / Renal transplant data / シミュレーション / 検定力 / 正規分布 / 平均の検定 / min-max検定 / 環状対立仮説 / Bayes検定 / 発散一様分布 / 異分散回帰模型 / シミューレーション / じん臓移植データ
Research Abstract

Generalized Bayes test for loop-ordered normal means is derived and it is shown that the minimum power of the test is almost the same as that of the likelihood ratio test but that the maximum power is fairly larger than the likelihood ratio test. The polyhedral convex cone formed by the loop-ordered alternatives has a set of pairs of two corner vectors which are most distant from the center, intersecting with the central vector of the cone with the equal angle. It is shown that uniform prior should be taken on the corner vectors located most far from the center. The generalized Bayes test having the uniform prior on the most nearest corner vectors from the center has poor global power and is not recommended, though it seems intuitively appealing without geometrical consideration and has simple expression. The same consideration yields Bayes tests for simple ordered normal means and tree ordered normal means. The
generalized Bayes tests are also derived by taking the limit of half-normal priors.
Bayes test for testing the homogeneity of variances before and after the change point in a normal linear regression model is derived. For noninformative prior, posterior distribution of the ratio of variances is derived and the confidence interval is constructed. It is shown that test based on confidence interval is superior to the usual test based on the maximum likelihood estimates in that it guarantees the type I error. The renal transplant data is analyzed by this Bayes test and is found that the variances before and after the operation do not change significantly.

Report

(3 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • Research Products

    (6 results)

All Other

All Publications (6 results)

  • [Publications] N.Sugiura: "generalized Bayes and multiple contrast teats for simple loop-ordered normal means"Commun, in Statort.-Theory Meth.. 28(3&4). 549-590 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] N.Sugiura and N.Tateaoka: "Homogeneity of variances in normal linear regressor with a change point"Commun, in Statorl-Theory Meth.. 28(12). 2785-2801 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Sugiura, , N.: "Generalized Bayes and multiple contrast tests for simple loop-ordered normal means."Commun.Statist. 28. 549-580 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Sugiura, N.and Takaoka, , N.: "Homogeneity of variances in normal linear regression with a change point."Commun.Statist.. 28. 2785-2801 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] N. Sugiura: "Generalized Bayes and multiple contrast tests for simple loop-ordered normal means"Communications in Statistics-Theory Meth.. 28(3&4). 549-580 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] N. Sugiura and N. Takaoka: "Homogenetiy of variances in normal linear negression with a charge point"Communications in Statistics-Theory Meth.. 28(12). 2785-2801 (1999)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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