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STUDY OF NONPARAMETRIC STATISTICAL INFERENCE

Research Project

Project/Area Number 11640128
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 InstitutionKagoshima University

Principal Investigator

YAMATO Hajime  Faculty of Science, Kagoshima University, Professor, 理学部, 教授 (90041227)

Co-Investigator(Kenkyū-buntansha) KONDO Masao  Faculty of Science, Kagoshima University, Associate Professor, 理学部, 助教授 (70117505)
SAKAI Manabu  Faculty of Science, Kagoshima University, Professor, 理学部, 教授 (60037281)
INADA Kouichi  Faculty of Science, Kagoshima University, Professor, 理学部, 教授 (20018899)
Project Period (FY) 1999 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥3,500,000 (Direct Cost: ¥3,500,000)
Fiscal Year 2000: ¥1,700,000 (Direct Cost: ¥1,700,000)
Fiscal Year 1999: ¥1,800,000 (Direct Cost: ¥1,800,000)
KeywordsBerry-Esseen Bound / Estimable parameter / Deficiency / Degree / Kernel / LB-statistic / U-statistic / V-statistic / ディリクレ過程
Research Abstract

As estimators of estimable parameters, we consider three statistics which are U-statistic, V-statistic and limit of Bayes estimate. This limit of Bayes estimate, which we say LB-statistic, is obtained from Bayes estimate of estimable parameter based on Dirichlet process by letting its parameter tend to zero. For the estimable parameter with non-degenerate kernel, the asymptotic relative efficiencies of LB-statistic with respect to U-statistic and V-statistic, and that of V-statistic with respect to U-statistic are equal to one. To see difference between these three statistics, we evaluate deficiencies among LB-statistic, U-statistic and V-statistic.
With respect to the expression of LB-statistics with degenerate kernel as a linear combination of U-statistics, we show the properties of its components which are unbiasedness and degeneracy. Using these we give its asymptotic distribution. By the same methods, we show the asymptotic distribution of V-statistic with degenerate kernel. For the V-statistic, its asymptotic distribution is given by Borovskikh (1996 ), p.113, whose form and method are different from us. We confirm two are equivalent.
Associated with an estimable parameter, we consider a new class of statistics. It is described by a linear combination of U-statistics and includes V-statistic and LB-statistic as special cases. The kernel is assumed to be non-degenerate. For the difference between this linear combination and the well-known U-statistic, we derive upper bounds of its absolute moments about the origin and the mean. Using these upper bounds we show Berry-Esseen bound for the linear combination of U-statistics with exact expressions.

Report

(3 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • Research Products

    (19 results)

All Other

All Publications (19 results)

  • [Publications] Nomachi,T.and Yamato,H.: "The expectation of random functionals with Dirichlet process and its applications"Bulletin of Informatics and Cybernetics. 31. 165-178 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Yadohisa,H.,Takeuchi,A & Inada,K.: "Developing criteria for measuring space distortion in combinatorial cluster analysis and methods for controlling the distortion"Journal of Classification. 16. 45-62 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Yamato,H.and Sibuya,M.: "Moments of some statistics of Pitman sampling formula"Bulletin of Informatics and Cybernetics. 32. 1-10 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Nomachi,T.and Yamato,H.: "A symptotic comparisons of U-statics, V-statistics and limits of Bayes estimates by deficiencies"Journal of the Japan Statistical Society. 31. (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Toda,K.and Yamato,H.: "Berry-Esseen baands for a class of statistics including LB-statistics and V-statistics"Journal of the Japan Statistical Society. 31. (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Nomachi, T.and Yamato, H.: "The expectation of random functionals with the Dirichlet process and its applications"Bulletin of Informatics and Cybernetics. 31. 165-178 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Yadohisa, H, Takeuchi, A.and Inada, K.: "Developing criteria for measuring space distortion in combinatorial cluster analysis and methods for controlling the distortion"Journal of Classification. 16. 45-62 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Yamato, H.and Sibuya, M.: "Moments of some statistics of Pitman sampling formula"Bulletin of Informatics and Cybernetics. 32. 1-10 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Nomachi, T.and Yamato, H.: "Asymptotic comparisons of U-statistics, V-statistics and limits of Bayes estimates by deficiencies"Journal of the Japan Stabistical Society. 31. (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Toda, K.and Yamato, H.: "Berry-Esseen bounds for a class of statistics including LB-statistic and V-statistic"Journal of the Japan Statistical Society. 31. (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Nomachi,T.and Yamato,H.: "The expectation of random functionals with Dirichlet process and its applications"Bulletin of Informatics and Cybermetics. 31・2. 165-178 (1999)

    • Related Report
      2000 Annual Research Report
  • [Publications] Yadohisa,H.,Takeuchi A & Inada,K.: "Developing criteria for measuring space distortion in combinatorial cluster analysis and methods for controlling the distortion"Journal of Classification. 16・1. 45-62 (1999)

    • Related Report
      2000 Annual Research Report
  • [Publications] Yamato,H.and Sibuya,M.: "Moments of some statistics of Ditman sampling formula"Bulletin of Informatics and Cybermetics. 32・1. 1-10 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Nomachi,T.and Yamato,H.: "Asymptotic comparisons of U-statistics, V-statistics and limits of Bayes estimates by deficiencies"Journal of the Japan Statistical Society. (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] Toda,K.and Yamato,H.: "Berry-Esseen bounds for a class of statistics including LB-statistic and V-statistic"Journal of the Japan Statistical Society. (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] Nomachi,T.and Yamato,H.: "The expectation of ramdam functionals with Dirichlet process and its applications"Bulletin of Informatics and Cybernetics. 31・2. 165-178 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Yadohisa,H.,Takeuchi,A.&Inada,K.: "Developing criteria for measuring space destortion in combinatorial cluster analysis and maethoda for controlling the distortion"Journal of Classification. 16・1. 45-62 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Suenaga,K.and Skai,M.: "On curvatures of rational quadratic Beziersegments"reports of the Faculty of Science,Kagoshima Univ. 32. 15-20 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Sakai,M.: "Inflection points and singularities on planar rational cubic curve"Computer Aided Geometric Design. 16. 149-156 (1999)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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