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A study on theory and applications of Bayesian estimation for parameter matrices in multivariate statistical models

Research Project

Project/Area Number 23500361
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionToho University

Principal Investigator

TSUKUMA Hisayuki  東邦大学, 医学部, 講師 (50424685)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2013: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2012: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords統計的推測 / ベイズ推定 / 統計的決定理論 / 縮小推定 / スタイン現象 / 共分散行列 / 多変量推測理論 / 縮小型推定 / ミニマクス推定量 / ミニマクス推定
Research Abstract

This study addresses the Bayesian estimation problems of parameter matrices in multivariate statistical models which are used for analyses of two dimensional array data. The principal aim of the study is to develop optimal Bayes estimators and shrinkage-type estimators not only from the point of view of statistical decision theory, but also from that of practical application. Some results are obtained for a least favorable sequence of prior distributions in covariance estimation, dominance properties of a generalized Bayes estimator of a bounded precision matrix, inadmissibility of shrinkage estimators for a mean matrix, and others.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (13 results)

All 2014 2012 2011 Other

All Journal Article (10 results) (of which Peer Reviewed: 8 results) Presentation (2 results) (of which Invited: 1 results) Remarks (1 results)

  • [Journal Article] Bayesian estimation of a bounded precision matrix2014

    • Author(s)
      Tsukuma, H
    • Journal Title

      Journal of Multivariate Analysis

      Volume: Vol.127 Pages: 160-172

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Minimax covariance estimation using commutator subgroup of lower triangular matrices2014

    • Author(s)
      Tsukuma, H
    • Journal Title

      Journal of Multivariate Analysis

      Volume: Vol.124 Pages: 333-344

    • DOI

      10.1016/j.jmva.2013.11.007

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Minimaxity in estimation of restricted and non-restricted scale parameter matrices2014

    • Author(s)
      Tsukuma, H. and Kubokawa, T
    • Journal Title

      Annals of the Institute of Statistical Mathematics

      Volume: (accepted for publication)

    • NAID

      40020387949

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of the mean vector in a singular multivariate normal distribution2014

    • Author(s)
      Tsukuma, H. and Kubokawa, T
    • Journal Title

      Discussion Paper Series, CIRJE-F-930, Faculty of Economics, The University of Tokyo

    • URL

      http://www.cirje.e.u-tokyo.ac.jp/research/dp/2014/2014cf930.pdf

    • Related Report
      2013 Final Research Report
  • [Journal Article] A unified approach to estimating a normal mean matrix in high and low dimensions2014

    • Author(s)
      Tsukuma, H. and Kubokawa, T
    • Journal Title

      Discussion Paper Series, CIRJE-F-926, Faculty of Economics, The University of Tokyo

    • URL

      http://www.cirje.e.u-tokyo.ac.jp/research/dp/2014/2014cf926.pdf

    • Related Report
      2013 Final Research Report
  • [Journal Article] Bayesian estimation of a bounded precision matrix2014

    • Author(s)
      Hisayuki Tsukuma
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 127 Pages: 160-172

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Simultaneous estimation of restricted location parameters based on permutation and sign-change2012

    • Author(s)
      Tsukuma, H
    • Journal Title

      Statistical Papers

      Volume: Vol.53 Issue: 4 Pages: 915-934

    • DOI

      10.1007/s00362-011-0396-z

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Simultaneous estimation of restricted means via the Gauss divergence theorem2011

    • Author(s)
      Tsukuma, H
    • Journal Title

      Sankhya Series A

      Volume: Vol.73 Pages: 110-124

    • URL

      http://sankhya.isical.ac.in/search/73a1/A08051_f.pdf

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Simultaneous estimation of restricted means via the Gauss divergence theorem2011

    • Author(s)
      Tsukuma, H.
    • Journal Title

      Sankhya Series A

      Volume: 73 Issue: 1 Pages: 110-124

    • DOI

      10.1007/s13171-011-0001-5

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Modifying estimators of ordered positive parameters under the Stein loss2011

    • Author(s)
      Tsukuma, H., Kubokawa, T.
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 102 Issue: 1 Pages: 164-181

    • DOI

      10.1016/j.jmva.2010.08.011

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] 行列型パラメータの推定問題における統計的決定理論2014

    • Author(s)
      津熊久幸
    • Organizer
      日本数学会2014年度年会
    • Place of Presentation
      学習院大学(東京都豊島区)
    • Year and Date
      2014-03-17
    • Related Report
      2013 Final Research Report
  • [Presentation] 行列型パラメータの推定問題における統計的決定理論

    • Author(s)
      津熊久幸
    • Organizer
      日本数学会 2014年度年会
    • Place of Presentation
      学習院大学(東京都豊島区)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Remarks] 学習院大学(東京都豊島区)

    • URL

      http://www.lab2.toho-u.ac.jp/med/minfo/tsukuma/

    • Related Report
      2013 Final Research Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

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