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Optimclity in multirariate estimation

Research Project

Project/Area Number 63460007
Research Category

Grant-in-Aid for General Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionUniversity of Tsukuba

Principal Investigator

SUGIURA Nariaki  U.of Tsukuba, Dept. of Math. Professor, 数学系, 教授 (20033805)

Co-Investigator(Kenkyū-buntansha) KONNO Yosihiko  U.of Tsukuba, Dept. of Math Res. Assistant, 数学系, 助手 (00205577)
KUBOKAWA Tatsuya  U.of Tsukuba, Dept. of Math., 数学系, 助手 (20195499)
SHIRAISHI Takaaki  U.of Tsukuba, Dept. of Math Leatmr, 数学系, 講師 (50143160)
AKAHIRA Masafumi  U. of Tsukuba, Dept,of Math. Professor, 数学系, 教授 (70017424)
笠原 勇二  筑波大学, 数学系, 助教授 (60108975)
神田 護  筑波大学, 数学系, 教授 (80023597)
Project Period (FY) 1988 – 1989
Project Status Completed (Fiscal Year 1989)
Budget Amount *help
¥7,000,000 (Direct Cost: ¥7,000,000)
Fiscal Year 1989: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 1988: ¥6,000,000 (Direct Cost: ¥6,000,000)
Keywordsgeneralized variance / efuirariant estimator / Wishart matrix / latent root / Boot strup method / Jackkrife estimator / sequential estimation / skewness / 共変推定量 / Wishart行列 / 固有根 / ブ-トストラップ法 / ジャックナイフ推定量 / 逐次推定 / 歪度 / Wishart分布 / 分散の推定 / stein推定量 / 超幾何関数 / 両側指数分布 / Outlier
Research Abstract

Using Macintosh II with its software "Mathematics" purchased by this fiend, improved estimators for the mean matrix, genemfted variance, covariance matrix, and the latrnt roots in multivariate normal population were investigated. The sharp lower bound of the risk of the equivalent shrinkage estimator for the generalized variance is obtained. Numerical values are computed, using hypergeometric function of matrix arguments and it was seen that the risk of Stein estimator is close to the sharp lower bound when the matrix of noncennhty parameters is not so far from 0. Sequential shrinkage estimation and two-stage shrinkage estimation for the mean vector or covariance matrix are proposed, which are better than the ordinary estimators. It is shown that improved estimators for the common means or the generalized variance are obtained based on Pitman closeness criterion apart from quadratic loss or entropy loss.
The locally best invariant test for outliers is derived and the numerical values of … More the power is shown, by simulation, to be larger than those of the ordinary tests . The estimation of the location parameter of the two-sided exponential distribution is considered as a nonregular distribution. It is shown that asymploticauy better estimator than the maximum likelihood estimator can be found within a class of linear combination of order statistics near the sample median, which is an extension of Akahira(1987). By simulation the values of the variance of each estimator are compared, when the sample size, is small. The Piman estimator has the smallest variance. However we were unable to obtain the asymptotic variance. The computing program of zonal polynomials made in this project will be useful for many other problems in multivariate statiidcal analysis. Graphs of the distribution of the laent roots of the bivariate Wishart matrix is obtained based on this program. Each investigator developed his study in his research theme actively and the results are reported to abroad too. Less

Report

(3 results)
  • 1989 Annual Research Report   Final Research Report Summary
  • 1988 Annual Research Report
  • Research Products

    (30 results)

All Other

All Publications (30 results)

  • [Publications] 杉浦成昭、久保川達也: "Estimating common parameters of growth curve modls" Ann.Inst.Statist.Math.40. 119-135 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 杉浦成昭、今野良彦: "Entropy loss and risk of improved ertimators ofr the generaliged variance and precision" Ann.Inst.Statist.Math.40. 329-341 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 杉浦成昭、May Thu Naing: "Improved estimators for the location of double exponential distribution" Commun.in Statist.-Theory Meth.18. 541-554 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 杉浦成昭、佐々木博美: "Locally best invariunt test for outliers in a gamma type distribution" Commun.in Statist-Simul.18. 415-427 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 高橋秀人、杉浦成昭: "The rate of couvergence of Fisher information for type II censored data." J.Japan Statist.Soc. 19. 139-144 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 赤平昌文: "Second order asymptotic optinality of estimators for a density with finite cusps" Ann.Inst.Statist.Math.40. 311-328 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Sugiura,N. and Kubokawa,T.(1988): "Estimating common parameters of growth curve models." Ann. Inst. Statist. Math. 40 119-135.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Sugiura,N. and Konno,Y.(1988): "Entropy loss and risk of improved estimators for the generalized variance and precision" Ann. Inst. Statist. Math. 40 329-341.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Sugiura,N. and May Thu Naing.(1989): "Improved estimators for the location of double exponential distribution." Commun. Statist.-Theory Meth. 18 541-554.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Sugirua,N. and Sasamoto,H.(1989): "Locally best invariant test for outliers in a gamma type distribution" Commun. Statist.-Simula. 18 415-427.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Takahasi,H. and Sugiura,N.(1989): "The rate of convergence of Fisher information for type II censored data." J.Japan Statistical Soc. 19 139-144.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Akahira,M.(1988): "Second order asymptotic properties of the generalized Bayes estimators for a family of non-regular distributions." Statistical Theory and Data Analysis II.(K.Matusita Ed.) 87-100.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Akahira,M.(1988): "Second order asymptotic optimality of estimators for a density with finite cusps." Ann. Inst. Statist. Math. 40 311-328.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 杉浦成昭: "Entropy loss and a class of improved estimators for powers of the generalized variance" Sankhya Ser.A.51. (1990)

    • Related Report
      1989 Annual Research Report
  • [Publications] 杉浦成昭: "Graphs of the listributions of birariate Wishart roots and their cumclants." J.Japan Stutint.Soc.

    • Related Report
      1989 Annual Research Report
  • [Publications] 赤平昌文,竹内啓: "Higher order asymptotis in entimation for two-sided Weibull type distributions" Ann.Inst.Statist.Math.41. 725-752 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 赤平昌文,竹内啓: "Third order asymptotic effniency of the sequentol maximum lkelihool entimation proceclure." Sequential Analysis. 8. 333-359 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 今野良彦: "Exact moments of the multivariate F and Beta distributions" J.Japan Statist.Soc.18. 123-130 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 今野良彦: "Families of minimax estimators of normal means with unknown covariana matrix."

    • Related Report
      1989 Annual Research Report
  • [Publications] Nariaki,Sugiura;Tatsuya,Kubokawa: Annals of Institute of Statistical Mathematics. 40. 119-135 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] Nariaki,Sugiura;Yoshihiko,Konno: Annals of Institute of Statistical Mathematics. 40. 329-341 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] Nariaki,Sugiura: Statistical Theory and Data Analysis II(K.Matusita Ed.). 421-428 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] Nariaki,Sugiura;May,Thn Naing: Communications in Statistics. 18. 541-554 (1989)

    • Related Report
      1988 Annual Research Report
  • [Publications] Nariaki,Sugiura;Hiromi,Sasamoto: Communications in Statistics Accepted for publication.

    • Related Report
      1988 Annual Research Report
  • [Publications] Nariaki,Sugiura: Sanakhya Ser.A Accepted for publication.

    • Related Report
      1988 Annual Research Report
  • [Publications] Masafumi,Akahira: Ann.Inst.Statist.Math.40. 311-328 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] Takaaki,Shiraishi: J.JAPAN STATIST.SOC.18. 37-46 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] Tatsuya,Kubokawa: Ann.Inst.Statist.Math.40. 555-563 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] Mamoru,Kanda: The Annals of Probability. 17. (1989)

    • Related Report
      1988 Annual Research Report
  • [Publications] Yuji,Kasahara: Probab.Th.Rel.Fields. 75-96 (1988)

    • Related Report
      1988 Annual Research Report

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Published: 1988-04-01   Modified: 2016-04-21  

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