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Statistical inference by the method of super high dimensional stochastic analysis

Research Project

Project/Area Number 15K00062
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

Nishiyama Yoichi  早稲田大学, 国際学術院, 教授 (90270412)

Research Collaborator Fujimori Kou  早稲田大学
Ilia Negri  ベルガモ大学
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsマルチンゲール / 推定方程式 / 変化点問題 / 超高次元統計モデル / 推定 / 検定 / 変化点 / Dantzig selector / 超高次元モデル / スパース性 / 拡散過程 / 一致性 / 最大不等式 / スパース推定 / 比例ハザードモデル
Outline of Final Research Achievements

(1) The Dantzig selector had been well studied for linear regression models. In my study project, some important properties of the Dantzig selector for some models of stochastic processes were studied. In particular, the l_q consistency of the selector in Cox's proportional hazards model was established. The corresponding results for the models of diffusion processes with covariates were also obtained.
(2) Z-estimator is an solution to some estimating equations. In my study project, some important properties of Z-estimators and Z-process methods were studied. As for the former, a program to prove the moment convergence of Z-estimator was presented. As for an application of the latter, a new procedure to detect the change of the structure of stochastic process models was proposed. In some typical cases, the proposed method becomes "asymptotically distribution free", which is important from practical point of view.

Report

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

    (13 results)

All 2017 2016 2015 Other

All Int'l Joint Research (1 results) Journal Article (5 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 5 results,  Acknowledgement Compliant: 1 results) Presentation (7 results) (of which Int'l Joint Research: 3 results,  Invited: 1 results)

  • [Int'l Joint Research] ベルガモ大学(イタリア)

    • Related Report
      2016 Research-status Report
  • [Journal Article] The l_q consistency of the Dantzig selector for Cox's proportional hazards model2017

    • Author(s)
      Fujimori, K. and Nishiyama, Y.
    • Journal Title

      J. Statist. Plann. Inference

      Volume: 181 Pages: 62-70

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Dantzig selector for diffusion processes with covariates2017

    • Author(s)
      Fujimori, K. and Nishiyama, Y.
    • Journal Title

      J. Japan Statist. Soc.

      Volume: 47 Pages: 59-73

    • NAID

      130006292368

    • Related Report
      2017 Annual Research Report 2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Moment convergence of Z-estimators2017

    • Author(s)
      Negri, I. and Nishiyama, Y.
    • Journal Title

      Statistical Inference for Stochastic Processes

      Volume: 20 Issue: 3 Pages: 387-397

    • DOI

      10.1007/s11203-016-9146-0

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Z-process method for change point problems with applications to discretely observed diffusion processes2017

    • Author(s)
      Negri I. and Nishiyama, Y.
    • Journal Title

      Statistical Methods and Applications

      Volume: 26 Issue: 2 Pages: 231-250

    • DOI

      10.1007/s10260-016-0366-7

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The $l_q$ consistency of the Dantzig selector for Cox's proportional hazards model2017

    • Author(s)
      Fujimori, K. and Nishiyama, Y.
    • Journal Title

      J. Statist. Planning Inference

      Volume: 181 Pages: 62-70

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] The Dantzig selector for diffusion processes with covariates2017

    • Author(s)
      藤森洸、西山陽一
    • Organizer
      日本数学会年会
    • Place of Presentation
      首都大学東京
    • Year and Date
      2017-03-24
    • Related Report
      2016 Research-status Report
  • [Presentation] 高次元・スパースなパラメータを持つ拡散過程に対する Dantzig selector2017

    • Author(s)
      藤森洸、西山陽一
    • Organizer
      統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] The Dantzig selector for some statistical models of stochastic processes2017

    • Author(s)
      Fujimori, K. and Nishiyama, Y.
    • Organizer
      European Meeting of Statisticians
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Cox 比例ハザードモデルにおける Dantzig selector の一致性2016

    • Author(s)
      藤森洸、西山陽一
    • Organizer
      日本数学会秋季総合分科会
    • Place of Presentation
      関西大学
    • Year and Date
      2016-09-15
    • Related Report
      2016 Research-status Report
  • [Presentation] Cox 比例ハザードモデルにおける Dantzig selector の一致性2016

    • Author(s)
      藤森洸、西山陽一
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学
    • Year and Date
      2016-09-04
    • Related Report
      2016 Research-status Report
  • [Presentation] A stochastic maximal inequality, strict countability, and related topics2015

    • Author(s)
      Yoichi Nishiyama
    • Organizer
      Waseda International Symposium
    • Place of Presentation
      早稲田大学
    • Year and Date
      2015-11-09
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A stochastic maximal inequality, strict countability, and related topics2015

    • Author(s)
      Yoichi Nishiyama
    • Organizer
      Seminari statistici dell'universita di Bergamo
    • Place of Presentation
      イタリア共和国ベルガモ大学
    • Year and Date
      2015-09-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited

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Published: 2015-04-16   Modified: 2022-02-16  

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