• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Developing distribution theory for discretely observed random field and its application to spatial statistics

Research Project

Project/Area Number 23500353
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

Ninomiya Yoshiyuki  九州大学, マス・フォア・インダストリ研究所, 准教授 (50343330)

Project Period (FY) 2011-04-28 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords確率場理論 / ゲノム科学 / スパース推定 / 多重検定 / 統計的漸近理論 / モデル選択 / 確率場 / 機械学習 / 情報量規準 / 正則化法 / 凸解析 / 変数選択 / 画像解析 / 関数データ解析 / 正規確率場 / 変化点解析 / ホットスポット / 確率値 / 検出力 / ステップダウン法 / 多重検定方式 / 対比較 / 超過確率 / 微分幾何 / QTL 解析
Outline of Final Research Achievements

The main results are ``Development of a new multiplicity adjustment using spurious correlations'' and ``Derivation of AIC for regularization parameter selection in the LASSO.'' In the former, a new method is developed to improve the power of multiple tests, and the method is shown to be efficient in real data analysis. In the latter, for the LASSO in the framework of generalized linear models, an information criterion is derived as a unique criterion which has the same root as the classical criteria.

Report

(6 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (32 results)

All 2016 2015 2014 2013 2012 2011 Other

All Journal Article (5 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 3 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (22 results) (of which Int'l Joint Research: 1 results,  Invited: 3 results) Book (4 results) Remarks (1 results)

  • [Journal Article] Change-point model selection via AIC2015

    • Author(s)
      Y. Ninomiya
    • Journal Title

      Annals of the Institute of Statistical Mathematics

      Volume: 67 Issue: 5 Pages: 1-19

    • DOI

      10.1007/s10463-014-0481-x

    • NAID

      40020592284

    • Related Report
      2015 Annual Research Report 2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Defect rate evaluation via simple active learning2015

    • Author(s)
      Umezu, Y., Matsuoka, H., Ikeda, H., Ninomiya, Y.
    • Journal Title

      Pacific Journal of Mathematics for Industry

      Volume: 7-8 Issue: 1 Pages: 1-8

    • DOI

      10.1186/s40736-015-0019-z

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Adaptive basis expansion via l1 trend filtering2014

    • Author(s)
      D. Kim, S. Kawano and Y. Ninomiya
    • Journal Title

      Computational Statistics

      Volume: 29 Issue: 5 Pages: 1005-1023

    • DOI

      10.1007/s00180-013-0477-7

    • Related Report
      2014 Research-status Report 2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 信号検出と統計的モデル選択2013

    • Author(s)
      二宮 嘉行
    • Journal Title

      COE Lecture Note

      Volume: 46 Pages: 167-174

    • Related Report
      2012 Research-status Report
  • [Journal Article] ベイズ法を用いた単木成長予測モデル2011

    • Author(s)
      二宮嘉行・吉本敦
    • Journal Title

      森林資源管理と数理モデル

      Volume: 10 Pages: 333-349

    • Related Report
      2011 Research-status Report
  • [Presentation] 因果推論モデルにおける周辺構造の選択のための情報量規準2016

    • Author(s)
      二宮 嘉行
    • Organizer
      第10回日本統計学会春季集会
    • Place of Presentation
      仙台
    • Year and Date
      2016-03-05
    • Related Report
      2015 Annual Research Report
  • [Presentation] Regularization Parameter Selection for the Lasso in Generalized Linear Models2015

    • Author(s)
      Yoshiyuki Ninomiya
    • Organizer
      9th Conference of the Asian Regional Section of the International Association for Statistical Computing
    • Place of Presentation
      Singapore
    • Year and Date
      2015-12-17
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] LASSOによる変数選択のためのAIC2014

    • Author(s)
      二宮 嘉行, 川野 秀一
    • Organizer
      統計関連合同大会
    • Place of Presentation
      東京
    • Year and Date
      2014-09-14
    • Related Report
      2014 Research-status Report
  • [Presentation] AIC-type Information Criterion for LASSO2014

    • Author(s)
      Yoshiyuki Ninomiya, Shuichi Kawano
    • Organizer
      The 3rd Institute of Mathematical Statistics Asia Pacific Rim Meeting
    • Place of Presentation
      Taipei
    • Year and Date
      2014-07-01
    • Related Report
      2014 Research-status Report
  • [Presentation] 疑似相関を用いた多重性調整およびその応用2014

    • Author(s)
      二宮 嘉行
    • Organizer
      応用統計学会
    • Place of Presentation
      東京
    • Year and Date
      2014-05-22
    • Related Report
      2014 Research-status Report
  • [Presentation] AIC による変数選択の問題点および LASSO について2014

    • Author(s)
      二宮嘉行
    • Organizer
      ワークショップ「気候モデルの農業への応用2」
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report
  • [Presentation] 変数選択問題と AIC2013

    • Author(s)
      二宮嘉行
    • Organizer
      第 3 回 数学・数理科学とシステム制御との連携研究集会
    • Place of Presentation
      福岡
    • Related Report
      2013 Research-status Report
  • [Presentation] P-value evaluation for multiple testing of means under the existence of positive correlations2013

    • Author(s)
      Yoshiyuki Ninomiya
    • Organizer
      8th International Conference on Multiple Comparison Procedures
    • Place of Presentation
      Southampton
    • Related Report
      2013 Research-status Report
  • [Presentation] 変量間に相関があるときの平均に関する多重検定について2013

    • Author(s)
      二宮嘉行
    • Organizer
      日本計量生物学会年会
    • Place of Presentation
      福島
    • Related Report
      2013 Research-status Report
  • [Presentation] 統計的モデル選択に関する近年の動向2013

    • Author(s)
      二宮 嘉行
    • Organizer
      計測自動制御学会 制御部門大会
    • Place of Presentation
      福岡
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] 識別不能性をもつモデルに対する統計理論2012

    • Author(s)
      二宮 嘉行
    • Organizer
      福井県高等学校数学教育研究会大会
    • Place of Presentation
      福井
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] 罰則付尤度比検定とチューブ法2012

    • Author(s)
      二宮 嘉行
    • Organizer
      研究集会「数理統計学の沃野」
    • Place of Presentation
      東京
    • Related Report
      2012 Research-status Report
  • [Presentation] A p-value evaluation for multiple testing problem based on highly correlated test statistics2012

    • Author(s)
      Yoshiyuki Ninomiya
    • Organizer
      International Biometric Conference,
    • Place of Presentation
      Kobe
    • Related Report
      2012 Research-status Report
  • [Presentation] Improving a geometrical approach for multiple testing problems2012

    • Author(s)
      Yoshiyuki Ninomiya
    • Organizer
      IMS Asia Pacific Rim Meeting
    • Place of Presentation
      Tsukuba
    • Related Report
      2012 Research-status Report
  • [Presentation] AIC for estimating the number of structural breaks2012

    • Author(s)
      Ninomiya, Y.
    • Organizer
      Workshop "Time Series: Models, Breaks and Applications"
    • Place of Presentation
      Karlsruhe
    • Related Report
      2011 Research-status Report
  • [Presentation] Likelihood ratio test for exploratory factor analysis model2011

    • Author(s)
      Ninomiya, Y.
    • Organizer
      7th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Taipei
    • Related Report
      2011 Research-status Report
  • [Presentation] モデル選択理論と信号検知2011

    • Author(s)
      二宮嘉行
    • Organizer
      ウィンタースクール「数理モデルの産業・諸科学への活用」
    • Place of Presentation
      東京
    • Related Report
      2011 Research-status Report
  • [Presentation] A p-value evaluation for multiple testing problem based on highly correlated test statistics2011

    • Author(s)
      Ninomiya, Y.
    • Organizer
      Meetings of Hiroshima Statistics Study Group
    • Place of Presentation
      Hiroshima
    • Related Report
      2011 Research-status Report
  • [Presentation] 信号モデルに対するモデル選択理論について2011

    • Author(s)
      二宮嘉行
    • Organizer
      USNシンポジウム
    • Place of Presentation
      東京
    • Related Report
      2011 Research-status Report
  • [Presentation] 因子分析における因子数選択のための分布理論2011

    • Author(s)
      二宮嘉行
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      福岡
    • Related Report
      2011 Research-status Report
  • [Presentation] 特異モデルに対するモデル選択法について2011

    • Author(s)
      二宮嘉行
    • Organizer
      統計サマーセミナー
    • Place of Presentation
      諏訪
    • Related Report
      2011 Research-status Report
  • [Presentation] スキャン統計量のための裾確率評価2011

    • Author(s)
      二宮嘉行
    • Organizer
      計量生物学会
    • Place of Presentation
      大阪
    • Related Report
      2011 Research-status Report
  • [Book] Mathematical Approach to Research Problems of Science and Technology2014

    • Author(s)
      Ninomiya, Y. 他36名
    • Total Pages
      507
    • Publisher
      Springer Japan
    • Related Report
      2014 Research-status Report
  • [Book] Signal Detection and Model Selection2014

    • Author(s)
      Yoshiyuki Ninomiya 他36名
    • Publisher
      Springer
    • Related Report
      2013 Research-status Report
  • [Book] 第1章 確率と確率変数2013

    • Author(s)
      二宮嘉行 他9名
    • Publisher
      東京図書
    • Related Report
      2013 Research-status Report
  • [Book] 統計学2013

    • Author(s)
      二宮 嘉行
    • Publisher
      第1章 確率と確率変数
    • Related Report
      2012 Research-status Report
  • [Remarks]

    • URL

      http://hyoka.ofc.kyushu-u.ac.jp/search/details/K000795/research.html

    • Related Report
      2011 Research-status Report

URL: 

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

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi