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1998 Fiscal Year Final Research Report Summary

Study on Random-Effects Models for Repeated Measures Data

Research Project

Project/Area Number 09640280
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 InstitutionKumamoto University

Principal Investigator

YOKOYAMA Takahisa  Faculty of Engineering, Assistant Prof., 工学部, 講師 (20240864)

Co-Investigator(Kenkyū-buntansha) NAKAMURA Takashi  Okayama University of Science, Faculty of Informatics, Prof., 総合情報学部, 教授 (20069074)
TAKADA Yoshikazu  Faculty of Science, Associates Prof., 理学部, 助教授 (70114098)
SAKATA Toshio  Faculty of Engineering, Associates Prof., 工学部, 助教授 (20117352)
Project Period (FY) 1997 – 1998
KeywordsRepeated Measures / Random Effects / Covariance Structure / Growth Curve Model
Research Abstract

First we propose test statistics for a general hypothesis concerning the adequacy of multivariate random-effects covariance structures in a multivariate growth curve model with differing numbers of random effects. Since the exact likelihood ratio (LR) statistic for the hypothesis is complicated, it is suggested to use a modified LR statistic. An asymptotic expansion of the null distribution of the statistic is obtained. The exact LR statistic is also discussed (Yokoyama, T., J.Statist. Plann. inference 65 (1997) 281 -292). Next we consider profile analysis in two extended growth curve models. The first is a growth curve model with parallel mean profiles, which has a random-effects covariance structure based on a single response variable ; the second is a multivariate growth curve model with parallel mean profiles, which has a multivariate random-effects covariance structure based on several response variables. For testing "no condition variation" and "level" hypotheses concerning parallel mean profiles of several groups, we obtain the criteria proposed by Wald along with their asymptotic null distributions. We give a numerical example of these asymptotic results (Yokoyama, T., Hiroshima Math. J.28 (1998) 345 - 354).

  • Research Products

    (34 results)

All Other

All Publications (34 results)

  • [Publications] T. Yokoyama: "Tests for a family of random-effects covariance structures in a multivariate growth curve model" Journal of Statistical Planning and Inference. 65・2. 281-292 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T. Yokoyama: "Wald-type tests for two hypotheses concerning parallel mean profiles of several groups" Hiroshima Mathematical Journal. 28・2. 345-354 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T. Yokoyama: "Wald-type tests for mean parameters in growth curve models with parallel mean profiles" Technical Report Series of Statistical Research Group Hiroshima University. 97-1. 1-13 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T. Yokoyama: "Asymptotic non-null distributions of the Wald's criteria in random-effects parallel profile models" Technical Report Series of Statistical Research Group Hiroshima University. 98-1. 1-15 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T. Sakata, K. Nomakuchi and others: "Generalized shift test method and metropolis walk" Bulletin of Information and Cybernetics. 29・1. 1-13 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T. Sakata and R. Sawae: "Maximum likelihood estimation of correlation matrix under inequality constraints and Gibbs sampling" Proceeding of 6-th China-Japan Symposium on Statistics. 173-176 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T. Sakata and R. Sawae: "A Study of relative error and mean square error of mile of correlation matrix under inequality constraints among correlations" Proceeding of 9-th Korea-Japan Joint Conference of Statistics. (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Jeferry Xu Yu, T. Sakata and Kian-Lee Tan: "Statistical estimation of access frequencies in data broadcasting environment" ACM Wireless Networks Journal. to appear.

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Y. Takada: "Fixed-width confidence intervals for a function of normal parameters" Sequential Analysis. 16・1. 107-117 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Y. Takada and H. Hyakutake: "Fixed-size confidence region by multivariate two-stage procedure when the covariance matrix has a structure" Journal of the Japan Statistical Society. 27・1. 37-44 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Y. Takada: "Effects of correlated disturbances of some regression problems" Communications in Statistics - Theory and Methods. 26・8. 1925-1935 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Y. Takada and M. Aoshima: "Two-stage procedures for estimating a linear function of multinormal mean vectors" Sequential Analysis. 16・4. 353-362 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Y. Takada: "Asymptotic improvement of the usual confidence set in a multivariate normal distribution with unknown variance" Journal of Multivariate Analysis. 64・2. 118-130 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Y. Takada: "The nonexistence of procedures with bounded performance characteristics in certain parametric inference problems" Annals of the Institute of Statistical Mathematics. 50・2. 325-335 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Y. Hirai, H. Okumura and T. Nakamura: "A method for constructing initial estimator based on binomial sample and its application to some statistical model" Bulletin of Faculty of Education Okayama University. 104. 15-2 (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Y. Hirai, T. Nakamura and H. Okumura: "An initial estimator of scale parameter based on binary response data" Bulletin of Faculty of Education Okayama University. to appear.

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T. Nakamura, Y. Hirai and H. Okumura: "A Bayesian approach to modified empirical transform and its application to dose-response model" Proceeding of 9-th Korea-Japan Joint Conference of Statistics. (1997)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T.Yokoyama: "Tests for a family of random-effects covariance structures in a multivariate growth curve model" Journal of Statistical Planning and Inference. 65・2. 281-292 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] T.Yokoyama: "Wald-type tests for two hypotheses concerning parallel mean profiles of several groups" Hiroshima Mathematical Journal. 28・2. 345-354 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Yokoyama: "Wald-type tests for mean parameters in growth curve models with parallel mean profiles" Technical Report Series of Statistical Research Group Hiroshima University. 97-1. 1-13 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] T.Yokoyama: "Asymptotic non-null distributions of the Wald's criteria in random-effects parallel profile models" Technical Report Series of Statistical Research Group Hiroshima University. 98-1. 1-15 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] T.Sakata, K.Nomakuchi and others: "Generalized shift test method and metropolis walk" Bulletin of Information and Cybernetics. 29・1. 1-13 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] T.Sakata and R.Sawae: "Maximum likelihood estimation of correlation matrix under inequality constraints and Gibbs sampling" Proceeding of 6-th China-Japan Symposium on Statistics. 173-176 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] T.Sakata and R.Sawae: "A Study of relative error and mean square error of mle of correlation matrix under inequality constraints among correlations" Proceeding of 9-th Korea-Japan Joint Conference of Statistics. (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Jeferry Xu Yu, T.Sakata and Kian-Lee Tan: "Statistical estimation of access frequencies in data broadcasting environment" ACM Wireless Networks Journal. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Takada: "Fixed-width confidence intervals for a function of normal parameters" Sequential Analysis. 16・1. 107-117 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Takada and H.Hyakutake: "Fixed-size confidence region by multivariate two-stage procedure when the convariance matrix has a structure" Journal of the Japan Statistical Society. 27・1. 37-44 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Takada: "Effects of correlated disturbances of some regression problems" Communications in Statististics - Theory and Methods. 26・8. 1925-1935 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Takada and M.Aoshima: "Two-stage procedures for estimating a linear function of multinormal mean vectors" Sequential Analysis. 16・4. 353-362 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Takada: "Asymptotic improvement of the usual confidence set in a multivariate normal distribution with unknown variance" Journal of Multivariate Analysis. 64・2. 118-130 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Takada: "The nonexistence of procedures with bounded performance characteristics in certain parametric inference problems" Annals of the Institute of Statistical Mathematics. 50・2. 325-335 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Hirai, H.Okumura and T.Nakamura: "A method for constructing initial estimator based on binomial sample and its application to some statistical model" Bulletin of Faculty of Education Okayama University. 104. 15-22 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Y.Hirai, T.Nakamura and H.Okumura: "An initial estimator of scale paramete based on binary response data" Bulletin of Faculty of Education Okayama University. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] T.Nakamura, Y.Hirai and H.Okumura: "A Bayesian approach to modified empirical transform and its application to dose-response model" Proceeding of 9-th Korea-Japan Joint Conference of Statistics. (1997)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 1999-12-08  

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