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Studt on Simultaneous Estimation in Multivate Statistical Analysis

Research Project

Project/Area Number 13640120
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionKyushu University

Principal Investigator

HYAKUTAKE Hiroto  Kyushu University, Faculty of Mathematics, Assoc. Prof., 大学院・数理学研究院, 助教授 (70181120)

Co-Investigator(Kenkyū-buntansha) UCHIDA Masayuki  Kyushu University, Faculty of Mathematics, Assoc. Prof., 大学院・数理学研究院, 助教授 (70280526)
Project Period (FY) 2001 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥2,300,000 (Direct Cost: ¥2,300,000)
Fiscal Year 2003: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 2002: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 2001: ¥800,000 (Direct Cost: ¥800,000)
Keywordsrepeated measurements / confidence interval / nonlinear model / stochastic differential equation / asymptotics / 繰り返し測定値 / 統計的漸近理論 / 拡散過程 / 繰り返し測定データ / 多重比較 / 最良母集団
Research Abstract

It is interesting to compare some populations whose samples are obtained by repeated measurements. We assume that known nonlinear models, in which parameters are unknown, for repeated measurements. In order to compare the populations, we construct simultaneous confidence intervals of specified parameters of nonlinear functions of the parameters.
For all pairwise comparisons, Hyakutake gave approximated simultaneous confidence intervals of nonlinear functions of parameters by using Taylor expansion. The accuracy of approximation is examined by simulation study. In the simulation study, a pharmacokinetic model and a logistic model are used. The approximation is useful by the results of the simulation. Hyakutake also gave Scheffe type simultaneous confidence intervals of specified parameters in nonlinear models with random effects. The confidence intervals are approximated by the first order linearization. Numerical examples are given by using a pharmacokinetic data and a carbon dioxicide data.
Uchida gave asymptotic properties of a minimum contrast estimator and an M-estimator hi diffusion processes defined by the stochastic differential equations, when the sample path is observed at equidistant times.

Report

(4 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • 2001 Annual Research Report
  • Research Products

    (13 results)

All Other

All Publications (13 results)

  • [Publications] Hiroto Hyakutake: "Multiple comparisons in nonlinear repeated measurements"Biometrical Journal. 45. 772-780 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Takeshi Nagahisa, Hiroto Hyakutake: "Simultaneous confidence intervals for parameters in nonlinear models of repeated measurements"Bulletin of Informatics and Cybernetics. 35(in press). (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Michael Sorensen, Masayuki Uchida: "Small-diffusion asymptotics for discretely sampled stochastic differential equations"Bernoulli. 9. 1051-1069 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Masayuki Uchida: "Estimation for dynamical systems with small noise from discrete observations"Journal of the Japan Statistical Society. 33. 157-167 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Hyakutake: "Multiple comparisons in nonlinear repeated measurements"Biometrical Journal. 45. 772-780 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Nagahisa, H.Hyakutake: "Simultaneous confidence intervals for parameters in nonlinear models of repeated measurements"Bulletin of Informatics and Cybernetics. 35(in press).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Sorensen, M.Uchida: "Small-diffusion asymptotics for discretely sampled stochastic differential equations"Bernoulli. 9. 1051-1069 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Uchida: "Estimation for dynamical systems with small noise from discrete observations"Journal of the Japan Statistical Society. 33. 157-167 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Hiroto Hyakutake: "Multiple comparisons in nonlinear repeated measurements"Biometrical Journal. 45. 772-780 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Takeshi Nagahisa, Hiroto Hyakutake: "Simultaneous confidence intervals for parameters in nonlinear models of repeated measurements"Bulletin of Informatics and Cybernetics. 35(to appear). (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Michael Sprensen, Hiroto Hyakutake: "Small-diffusion asymptotics for discretely sampled stochastic differential equations"Bernoulli. 9. 1051-1069 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Masayuki Uchida: "Estimation for dynamical systems with small noise from discrete observations"Journal of the Japan Statistical Society. 33. 157-167 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Masayuki Uchida: "Information criteria for small diffusions via the theory of Mallivin-Watanabe"Statist. Infer. Stochast. Process. (to appear). (2003)

    • Related Report
      2002 Annual Research Report

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Published: 2001-04-01   Modified: 2016-04-21  

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