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Theory and practice for inference of high dimensional statistical model with computational algebraic geometry.

Research Project

Project/Area Number 22500252
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionNiigata University

Principal Investigator

HARA Hisayuki  新潟大学, 人文社会・教育科学系, 准教授 (40312988)

Co-Investigator(Renkei-kenkyūsha) TAKEMURA Akimichi  東京大学, 情報理工学系研究科, 教授 (10171670)
KURIKI Satoshi  統計数理研究所, 数理推論研究系, 教授 (90195545)
SEI Tomonari  慶應義塾大学, 理工学研究科, 講師 (20401242)
Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2012: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords分割表 / グラフィカルモデル / 計算代数統計学 / マルコフ基底
Research Abstract

In this study we derived Markov bases of some practical models for contingency tables such as homogeneous Markov chain model and split model and proposed practical algorithms of exact tests by using these Markov bases. In general, however, it is not easy to obtain an exact list of a Markov basis for a discrete exponential family model. We gave some practical algorithms of exact test also for such models by using some practical subsets of Markov bases or lattice bases and checked that the performances of proposed algorithms are comparable to the ones by using Markov bases.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (43 results)

All 2013 2012 2011 2010

All Journal Article (18 results) (of which Peer Reviewed: 17 results) Presentation (22 results) Book (3 results)

  • [Journal Article] Graver basis for an undirected graph ana its application to testing thebeta model of random graphs2013

    • Author(s)
      Mitsunori Ogawa, Hisayuki Hara, and Akimichi Takemura
    • Journal Title

      Annals of the Institute of Statistical Mathematics

      Volume: VOL 65 Issue: 1 Pages: 191-212

    • DOI

      10.1007/s10463-012-0367-8

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Hierarchical subspace models for contingency tables2012

    • Author(s)
      Hara, H., Sei, T. and Takemura, A
    • Journal Title

      Journal of Multivariate Analysis

      Volume: vol.103 Pages: 19-34

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Hierarchical subspace models for contingency tables2012

    • Author(s)
      Hara, H., Sei, T. and Takemura, A.
    • Journal Title

      Statistical Methodology

      Volume: 103 Issue: 1 Pages: 19-34

    • DOI

      10.1016/j.jmva.2011.06.003

    • Related Report
      2012 Annual Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Running Markov chain without Markov basis2012

    • Author(s)
      Hara, H., Aoki, S. and Takemura, A.
    • Journal Title

      Harmony of Grobner Bases and the Modern Industrial Society

      Volume: 1 Pages: 45-62

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Markov chain Monte Carlo test of homogeneity of Markov chains2012

    • Author(s)
      Takemura, A. and Hara, H.
    • Journal Title

      Statistical Methodology

      Volume: 9 Issue: 3 Pages: 392-406

    • DOI

      10.1016/j.stamet.2011.10.004

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Running Markov chain without Markov basis2012

    • Author(s)
      Hara, H., Aoki, S., Takemura, A.
    • Journal Title

      Harmony of Grobner Bases and the Modern Industrial Society

      Volume: (掲載確定)(印刷中)

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Markov basis for two-state toric homogeneous Markov chain model without initial parameters2011

    • Author(s)
      Hara, H. and Takemura, A
    • Journal Title

      Journal of the Japan Statistical Society

      Volume: vol. 41 Pages: 33-49

    • NAID

      10029335244

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 電力会社・ガス会社における気温リスクスワップの評価2011

    • Author(s)
      杉浦大地, 松本章邦, 原尚幸, 縄田和満
    • Journal Title

      日本保険・年金リスク学会論文誌

      Volume: 5 Pages: 29-58

    • NAID

      40018832893

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Markov basis for two-state toric homogeneous Markov chain model without initial parameters2011

    • Author(s)
      Hara, H., Takemura, A.
    • Journal Title

      Journal of the Japan Statistical Society

      Volume: 41 Pages: 33-49

    • NAID

      10029335244

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On connectivity of fibers with positive marginals in multiple logistic regression2010

    • Author(s)
      Hara, H., Takemura, A. and Yoshida, R
    • Journal Title

      Journal of Multivariate Analysis

      Volume: vol.101 Pages: 909-925

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Minimal and minimal invariant Markov bases of decomposable models for contingency tables2010

    • Author(s)
      Hara, H., Aoki, S. and Takemura, A
    • Journal Title

      Bernoulli

      Volume: vol.16 Pages: 208-233

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] A localization approach to improve iterative proportional scaling in Gaussian graphical models2010

    • Author(s)
      Hara, H. and Takemura, A
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: vol. 39 Pages: 1643-1654

    • Related Report
      2012 Final Research Report
  • [Journal Article] Tobit型モデルによる降水量予測と降水デリバティブ評価2010

    • Author(s)
      松本章邦, 原尚幸, 野村和史, 縄田和満
    • Journal Title

      応用統計学

      Volume: 39 Pages: 39-58

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 中国の輸出政策の変更と希土類の価格変化の関係について2010

    • Author(s)
      福田一徳, 原尚幸, 縄田和満
    • Journal Title

      Journal of MMIJ

      Volume: 126 Pages: 172-183

    • NAID

      10026215784

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On connectivity of fibers with positive marginals in multiple logistic regression2010

    • Author(s)
      Hara, H., Takemura, A., Yoshida, R.
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 101

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Minimal and minimal invariant Markov bases of decomposable models for contingencv tables2010

    • Author(s)
      Hara, H., Aoki, S., Takemura
    • Journal Title

      Bernoulli

      Volume: 16 Pages: 208-233

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A localization approach to improve iterative proportional scaling in Gaussian graphical models2010

    • Author(s)
      Hara, H., Takemura
    • Journal Title

      Communications in Statistics-Theory and Methods

      Volume: 39 Pages: 1643-1654

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Connecting tables with zero-one entries by a subset of a Markov basis2010

    • Author(s)
      Hara, H., Takemura
    • Journal Title

      Algebraic Methods in Statistics and Probability (II-Urbana Volume) in AMS Contemporary Mathematics Series

      Volume: 516 Pages: 199-213

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Markov chain Monte Carlo test of homogeneity of Markov chains2012

    • Author(s)
      Hisayuki Hara
    • Organizer
      2nd IMS Asia Pacific Rim Meeting
    • Place of Presentation
      つくば国際会議場
    • Year and Date
      2012-07-02
    • Related Report
      2012 Final Research Report
  • [Presentation] Markov chain Monte Carlo test of homogeneity of Markov chains.2012

    • Author(s)
      Hisayuki Hara
    • Organizer
      2nd IMS Asia Pacific Rim Meeting
    • Place of Presentation
      つくば国際会議場
    • Related Report
      2012 Annual Research Report
  • [Presentation] Toric homogeneous Markov chain モデルのマルコ フ基底と格子基底2012

    • Author(s)
      原尚幸, 赤坂拓哉, 竹村彰通
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] マルコフ部分基底・格子基底を用いた分割表の正確検定2012

    • Author(s)
      原尚幸
    • Organizer
      行動計量学会第40回大会
    • Place of Presentation
      新潟県立大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] Safety and Health of Contract Workers in Japanese Regulated Industry.2012

    • Author(s)
      松本章邦, 原尚幸, 縄田和満
    • Organizer
      日本経済学会春季大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] Tobit 型モデルによる日降水量の統計的予測と降水 デリバティブ評価への応用2012

    • Author(s)
      松本章邦, 原尚幸, 縄田和満
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 地理情報のマルコフ化による空間疫学スキャン統計量 のp 値の正確計算2012

    • Author(s)
      栗木哲, 高橋邦彦, 原尚幸
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 無向グラフに対するマルコフ基底の構造とその応用2011

    • Author(s)
      小川光紀, 原尚幸, 竹村彰通
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-06
    • Related Report
      2011 Annual Research Report
  • [Presentation] Running Markov chain without Markov basis2011

    • Author(s)
      原尚幸
    • Organizer
      2011 年度統計学関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-05
    • Related Report
      2012 Final Research Report
  • [Presentation] 最近の計算代数統計学の展開2011

    • Author(s)
      原尚幸
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] Running Markov chain without Markov basis2011

    • Author(s)
      原尚幸, 青木敏, 竹村彰通
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] Bayes admissible estimation of means in the Poisson graphical models2011

    • Author(s)
      Hisayuki Hara
    • Organizer
      2011 Joint Statistical Meeting
    • Place of Presentation
      Miami Convention Center, Miami Florida, U.S.A.
    • Year and Date
      2011-08-04
    • Related Report
      2011 Annual Research Report
  • [Presentation] 無向グラフに対するGraver基底とそのランダムグラフの検定への応用2011

    • Author(s)
      小川光紀, 原尚幸, 竹村彰通
    • Organizer
      応用統計学会2011年年会
    • Place of Presentation
      大阪大学
    • Year and Date
      2011-06-03
    • Related Report
      2011 Annual Research Report
  • [Presentation] 無向グラフに対するGraver基底とそのランダムグラフの検定への応用2011

    • Author(s)
      小川光紀, 原尚幸, 竹村彰通
    • Organizer
      日本統計学会春季大会
    • Place of Presentation
      立教大学
    • Year and Date
      2011-03-06
    • Related Report
      2010 Annual Research Report
  • [Presentation] マルコフ基底と分割表解析への応用について2010

    • Author(s)
      原尚幸
    • Organizer
      IBIS2010
    • Place of Presentation
      東京大学(招待講演)
    • Year and Date
      2010-11-03
    • Related Report
      2012 Final Research Report
  • [Presentation] マルコフ基底と分割表解析への応用について2010

    • Author(s)
      原尚幸
    • Organizer
      IBIS 2010
    • Place of Presentation
      東京大学(招待講演)
    • Year and Date
      2010-11-03
    • Related Report
      2010 Annual Research Report
  • [Presentation] Markov subbases for discrete logistic regression models with positive margines2010

    • Author(s)
      Hisayuki Hara
    • Organizer
      10th China-Japan Symposium on Statistics
    • Place of Presentation
      2010, Southwestern University of Finance and Economics, Chengdu,China
    • Year and Date
      2010-10-16
    • Related Report
      2012 Final Research Report
  • [Presentation] Markov subbases for discrete logistic regression models with positive margines2010

    • Author(s)
      Hisayuki Hara
    • Organizer
      10th China-Japan Symposium on Statistics
    • Place of Presentation
      Southwestern University of Finance and Economics, Chengdu, China
    • Year and Date
      2010-10-16
    • Related Report
      2010 Annual Research Report
  • [Presentation] マルコフ連鎖のhomogeneityの正確検定について2010

    • Author(s)
      竹村彰通, 原尚幸
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2010-09-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] 電力会社・ガス会社における気温リスクスワップの評価2010

    • Author(s)
      杉浦大地, 松本章邦, 原尚幸, 縄田和満
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2010-09-06
    • Related Report
      2010 Annual Research Report
  • [Presentation] Hierarchical subspace models for contingency tables2010

    • Author(s)
      Hara, H
    • Organizer
      73rd IMS Annual Meeting
    • Place of Presentation
      Chalmers University of Technology, G¨oteborg, Sweden
    • Year and Date
      2010-08-10
    • Related Report
      2012 Final Research Report
  • [Presentation] Hierarchical subspace models for contingency tables2010

    • Author(s)
      Hara, H., Sei, T., Takemura, A.
    • Organizer
      73rd IMS Annual Meeting
    • Place of Presentation
      Chalmers University of Technology, Goteborg, Sweden
    • Year and Date
      2010-08-10
    • Related Report
      2010 Annual Research Report
  • [Book] Markov bases in Algebraic Statistics2012

    • Author(s)
      Aoki, S., Hara, H. and Takemura, A
    • Total Pages
      300
    • Publisher
      Springer
    • Related Report
      2012 Final Research Report
  • [Book] Markov bases in algebraic statistics2012

    • Author(s)
      Aoki, S., Hara, H. and Takemura, A.
    • Total Pages
      298
    • Publisher
      Springer
    • Related Report
      2012 Annual Research Report
  • [Book] Markov bases in algebraic statistics2012

    • Author(s)
      Aoki, A., Hara, H., Takemura, A.
    • Total Pages
      300
    • Publisher
      Springer-Verlag
    • Related Report
      2011 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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