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Study of Model Selection in Regression Analysis for Repeated Measurements

Research Project

Project/Area Number 09680312
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionHIROSHIMA UNIVERSITY

Principal Investigator

OHTAKI Megu  Hiroshima University, Research Institute for Radiation Biology and Medicine, professor, 原爆放射能医学研究所, 教授 (20110463)

Co-Investigator(Kenkyū-buntansha) OOTANI Keiko  Hiroshima University, , Department of Dentistry, Research Associate, 歯学部, 助手 (20243587)
SATOH Ken-ichi  Hiroshima University, Research Institute for Radiation Biology and Medicine, Res, 原爆放射能医学研究所, 助手 (30284219)
KANDA Takashi  Hiroshima Institute of Technology, Department of Environmetrics, Professor, 環境学部, 教授 (40098679)
FUJIKOSHI Yasunori  Hiroshima University, Faculty of Science, Professor, 理学部, 教授 (40033849)
Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥3,300,000 (Direct Cost: ¥3,300,000)
Fiscal Year 1998: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 1997: ¥2,200,000 (Direct Cost: ¥2,200,000)
KeywordsRepeated measurements / Growth curve models / Model selection / Hierarchical structure / Random coefficient model / Monotone missing data / Sex ratio / Interval estimation of RBE / 成長曲線モデル / 変動効果モデル / 経時測定データ / モデル選択基準 / 欠測値処理 / 多次元データ構造
Research Abstract

1) Some inferential problems under an extended growth curve model with several hierarchical within-individuals design matrices were studied. The model includes the one whose mean structure consists of polynomial growth curves with different degrees. First we considered the case when the covariance matrix is unknown positive definite. We derive a LR test for examining the hierarchical structure for within-individuals design matrices and a model selection criterion. Next we considered the case when a random coefficients covariance structure is assumed, under certain assumption of between-individual design matrices. Similar inferential problems were also considered. The dental measurement data (see, e.g., Potthoff and Roy (1964, Biometrika 51, 313-326)) was reexamined, based on extended growth curve models. (Fujikoshi, Kanda and Ohtaki, in press)
2) Some basic properties of the MLE's mu and SIGMA for a p-variate normal population Np (mu, SIGMA), based on a k-step monotone sample were studi … More ed. For k=2 and 3, we obtained the exact means and variances of mu and the exact bias of SIGMA.Asymptotic expansions of the distributions of these estimators were also obtained in the situation when the sample size is large. For a general k, the MLE's of mu and the usual transformed matrix DELTA of SIGMA were given in explicit forms. Some analogous properties were also obtained. (Kanda and Fujikoshi, 1998)
3) The problem whether there is an increasing time-trend of female proportion or not among 0-4 years old Japanese population in 1975-1994 was statistically considered. Based on national census data, the validity of the use of binomial model for analyzing female population number was examined using a beta-binomial model. The increasing time-trend of female proportion was investigated by the means of testing the null hypothesis that female proportions are all equal against ordered alternatives. (Nakayama, Satoh and Ohtaki, submitted)
4) A method for making interval estimation of Relative Biological Effectiveness (RBE) with repeated measurements, based on growth curve analysis, was developed. Time-dependent estimate of RBE can be obtained from our method. Using a set of data of mice experiments, we estimated the RBE of neutron ray on body weights after irradiation of neutron or gamma ray. (Satoh, Ohtaki et al., 1998) Less

Report

(3 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • Research Products

    (14 results)

All Other

All Publications (14 results)

  • [Publications] Fujikoshi,Y.: "Growth curve model with hierarchical within-individuals design matrices" Annals of Institute for Statistical Mathematics. in press.

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Kanda,T.: "Some basic properties of the MLE's for a multivariate normal distributions with monotone missing data" American Journal of Mathematical and Management Sciences. 18. 161-190 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 佐藤 健一: "繰り返しデータに基づく生物効果比の区間推定" 広島医学. 51巻3号. 439-441 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Fujikoshi, Y.: "Growth curve model with hierarchical within-individuals design matrices" Annals of Institute for Statistical Mathematics. (in press).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Kanda, T.: "Some basic properties of the MLE's for a multivariate normal distributions with monotone missing data" American J.of Mathematical and Management Sciences. 18. 161-190 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Satoh, K.: "A method of interval estimation of Relative Biological Effectiveness with repeated measurements" Hiroshima Igaku. 51(3). 439-441 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Fujikoshi,Y.: "Growth curve model with hierarchical within-individuals design matrices" Annals of Institute for Statistical Mathematics. (in press).

    • Related Report
      1998 Annual Research Report
  • [Publications] Kanda,T.: "Some basic properties of the MLE's for a multivariate normal distributions with monotone missing data" American Journal of Mathematical and Management Sciences. 18. 161-190 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 佐藤健一: "繰り返しデータに基づく生物効果比の区間推定" 広島医学. 51巻3号. 439-441 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Fujikoshi,Y.: "Modified AIC and Cp in multivariate linear regression." Biometrika. 84. 707-716 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Satoh,K.: "AIC-type model selection criterion for multivariate linear regression with a future experiment." J.Japan Statist.Soc.27. 135-140 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Satoh,K.: "Variable selection for the growth curve model." J.Multivatiate analysis. 60. 277-292 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Kanda,T.: "Some basic properties of the MLE's for multivariate normal distributions with monotone missing Data" American Journal of Mathematical and Management Sciences. (印刷中).

    • Related Report
      1997 Annual Research Report
  • [Publications] 村木千恵: "主要点解析法による極東夏期天気図の分類" 応用統計学. (印刷中).

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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