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The clarification of hierarchical structure of statistical deficiency

Research Project

Project/Area Number 15K11992
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionUniversity of Tsukuba

Principal Investigator

AKAHIRA Masafumi  筑波大学, 数理物質系(名誉教授), 名誉教授 (70017424)

Co-Investigator(Kenkyū-buntansha) 大谷内 奈穂  筑波大学, 数理物質系, 助教 (40375374)
青嶋 誠  筑波大学, 数理物質系, 教授 (90246679)
小池 健一  筑波大学, 数理物質系, 准教授 (90260471)
矢田 和善  筑波大学, 数理物質系, 准教授 (90585803)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords漸近損失 / 最尤推定量 / Bayes推定量 / 切断指数型分布族 / Bayes 推定量 / 欠損性 / 漸近平均 / 漸近分散 / 漸近損失量 / 推定 / 検定
Outline of Final Research Achievements

In statistical inference, there are many problems that inferential procedures are compared under various assumptions, and in such cases the quantitative evaluation is important. In the research, for specific inferential procedures A and B based on a sample of size n, if A is asymptotically better than B as n tends to infinity, we obtained the asymptotic loss of B relative to A, and clarify its structure. Indeed, there is such a hierarchical structure depending on n that A and B are a certain order asymptotically equivalent, but the difference between A and B in the next order exists. The asymptotic loss is also understood as asymptotic deficiency.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (19 results)

All 2018 2017 2016 2015

All Journal Article (11 results) (of which Peer Reviewed: 4 results,  Open Access: 7 results,  Acknowledgement Compliant: 2 results) Presentation (7 results) (of which Invited: 1 results) Book (1 results)

  • [Journal Article] 統計的推測理論の深化と進展のヒストリー2018

    • Author(s)
      赤平 昌文
    • Journal Title

      日本統計学会誌

      Volume: 47 Pages: 51-76

    • NAID

      130007495885

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic comparison between the maximum likelihood estimator and Bayes estimator for a certain truncated exponential family2017

    • Author(s)
      赤平 昌文
    • Journal Title

      京都大学 数理解析研究所講究録

      Volume: 2047 Pages: 172-181

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Exponential-symmetry and power-symmetry2017

    • Author(s)
      石原 隆佑・小池 健一
    • Journal Title

      京都大学 数理解析研究所講究録

      Volume: 2047 Pages: 152-171

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 高次元固有ベクトルの一致性2017

    • Author(s)
      矢田 和善・青嶋 誠
    • Journal Title

      京都大学 数理解析研究所講究録

      Volume: 2047 Pages: 19-28

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Second order asymptotic variance of the Bayes estimator of a truncation parameter for a one-sided truncated exponential family of distributions.2016

    • Author(s)
      Akahira, M.
    • Journal Title

      J. Japan Statist. Soc.

      Volume: 46 Pages: 81-98

    • NAID

      130005395269

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Second order asymptotic comparison of the MLE and MCLE for a two-sided truncated exponential family of distributions2016

    • Author(s)
      M.Akahira, S.Hashimoto, K.Koike and N.Ohyauchi
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 45 Issue: 19 Pages: 5637-5659

    • DOI

      10.1080/03610926.2014.948202

    • NAID

      120007129388

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Second order asymptotic loss of the MLE of a truncation parameter for a two-sided truncated exponential family of distributions2016

    • Author(s)
      Akahira, M. and Ohyauchi, N.
    • Journal Title

      J. Japan Statist. Soc.

      Volume: 46 Pages: 27-50

    • NAID

      130005395266

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] On the information on skew-normal distributions2016

    • Author(s)
      赤平 昌文
    • Journal Title

      京都大学 数理解析研究所講究録

      Volume: 1999 Pages: 13-16

    • Related Report
      2016 Research-status Report
    • Open Access
  • [Journal Article] The power of the test based on the non-central t-statistic under non-normality2016

    • Author(s)
      赤平 昌文
    • Journal Title

      京都大学 数理解析研究所講究録

      Volume: 1999 Pages: 174-187

    • Related Report
      2016 Research-status Report
    • Open Access
  • [Journal Article] Asymptotic comparison in maximum likelihood estimation of a natural parameter up to the second order for a truncated exponential family of distributions2016

    • Author(s)
      赤平 昌文
    • Journal Title

      京都大学 数理解析研究所講究録

      Volume: 1954 Pages: 134-150

    • Related Report
      2015 Research-status Report
    • Open Access
  • [Journal Article] 拡張クロスデータ行列法と共分散行列関数の不偏推定2016

    • Author(s)
      矢田 和善・青嶋 誠
    • Journal Title

      京都大学 数理解析研究所講究録

      Volume: 1954 Pages: 51-60

    • Related Report
      2015 Research-status Report
    • Open Access
  • [Presentation] 統計的推測理論の深化と進展のヒストリー2017

    • Author(s)
      赤平 昌文
    • Organizer
      2017年度統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 高次元空間における特徴ベクトルの一致推定について2017

    • Author(s)
      矢田 和善・青嶋 誠
    • Organizer
      2017年度統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Strongly spiked eigenvalueモデルにおける高次元判別分析について2016

    • Author(s)
      矢田 和善・青嶋 誠
    • Organizer
      日本数学会秋季総合分科会
    • Place of Presentation
      関西大学千里山キャンパス(大阪府吹田市)
    • Year and Date
      2016-09-18
    • Related Report
      2016 Research-status Report
  • [Presentation] Reconstruction of a high-dimensional low-rank matrix2016

    • Author(s)
      矢田 和善・青嶋 誠
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県金沢市)
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] 高次元小標本におけるサポートベクターマシンの漸近的性質とバイアス補正2016

    • Author(s)
      中山 優吾・矢田 和善・青嶋 誠
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県金沢市)
    • Year and Date
      2016-09-05
    • Related Report
      2016 Research-status Report
  • [Presentation] 高次元二標本問題における最適性について2015

    • Author(s)
      矢田 和善・青嶋 誠
    • Organizer
      日本数学会秋季総合分科会
    • Place of Presentation
      京都産業大学(京都府京都市)
    • Year and Date
      2015-09-15
    • Related Report
      2015 Research-status Report
  • [Presentation] High-dimensional inference on covariance structures via2015

    • Author(s)
      矢田 和善・青嶋 誠
    • Organizer
      2015年度統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県岡山市)
    • Year and Date
      2015-09-07
    • Related Report
      2015 Research-status Report
  • [Book] Statistical Estimation for Truncated Exponential Families2017

    • Author(s)
      Akahira, M.
    • Publisher
      Springer
    • Related Report
      2017 Annual Research Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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