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

Innovation in statistics and related mathematics through computational algebraic statistics

Research Project

Project/Area Number 25220001
Research Category

Grant-in-Aid for Scientific Research (S)

Allocation TypeSingle-year Grants
Research Field Statistical science
Research InstitutionShiga University (2015-2018)
The University of Tokyo (2013-2014)

Principal Investigator

TAKEMURA AKIMICHI  滋賀大学, データサイエンス学部, 教授 (10171670)

Co-Investigator(Kenkyū-buntansha) 高山 信毅  神戸大学, 理学研究科, 教授 (30188099)
日比 孝之  大阪大学, 情報科学研究科, 教授 (80181113)
Project Period (FY) 2013-05-31 – 2018-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥141,180,000 (Direct Cost: ¥108,600,000、Indirect Cost: ¥32,580,000)
Fiscal Year 2017: ¥29,510,000 (Direct Cost: ¥22,700,000、Indirect Cost: ¥6,810,000)
Fiscal Year 2016: ¥30,680,000 (Direct Cost: ¥23,600,000、Indirect Cost: ¥7,080,000)
Fiscal Year 2015: ¥29,250,000 (Direct Cost: ¥22,500,000、Indirect Cost: ¥6,750,000)
Fiscal Year 2014: ¥32,240,000 (Direct Cost: ¥24,800,000、Indirect Cost: ¥7,440,000)
Fiscal Year 2013: ¥19,500,000 (Direct Cost: ¥15,000,000、Indirect Cost: ¥4,500,000)
Keywords統計的推測 / 計算代数統計 / 統計数学 / 微分方程式 / 数理統計学 / 代数統計学 / グレブナー基底 / 1
Outline of Final Research Achievements

In this project we showed that practical computations for many problems, for which existing methods were not feasible, can be performed using the methodology of computational algebraic statistics. In particular we obtained some important results from the theoretical as well as applied viewpoint on the Holonomic Gradient Method, which was proposed by the principal investigator about 8 years ago. Importance of these results were acknowledged by the Analysis Prize of the Mathematical Society of Japan in 2015. By challenging classical difficult problems in mathematical statistics from the viewpoint of algebra, some useful results in algebra have also been obtained. In this sense, the project bridged computation, algebra and statistics. Our results were published in many papers. In addition, the results were implemented in a package for R and provided to the users of statistics.

Academic Significance and Societal Importance of the Research Achievements

本研究は課題名にあるように「計算」「代数」「統計」の3つの領域にかかわる研究分野である。より具体的には、1)数値計算、2)グレブナー基底の理論に基づく代数学と代数計算、3)数理統計学の分布論への応用、の3領域であり、本研究での成果はこれらの分野に複合的な効果をもたらした。特にホロノミック勾配法については、その実装において代数計算と数値計算をうまく組み合わせることにより高い性能を出すことがわかり、代数計算の有用性と限界が明らかになった。また応用面では、統計学のみならず無線通信分野における成果が得られたことにも、本研究の有用性があらわれている。

Assessment Rating
Verification Result (Rating)

A+

Assessment Rating
Result (Rating)

A+: Progress in the research exceeds the initial goal. More than expected research results are expected.

Report

(10 results)
  • 2019 Research Progress Assessment (Verification Result) ( PDF )
  • 2018 Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report   Abstract(Research Progress Assessment) ( PDF )   Research Progress Assessment (Result) ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Abstract ( PDF )   Annual Research Report
  • Research Products

    (44 results)

All 2018 2017 2016 2015 2014 2013 Other

All Journal Article (26 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 26 results,  Open Access: 5 results,  Acknowledgement Compliant: 3 results) Presentation (15 results) (of which Int'l Joint Research: 1 results,  Invited: 11 results) Book (1 results) Remarks (2 results)

  • [Journal Article] A new era of statistics and data science education in Japanese universities2018

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

      Japanese Journal of Statistics and Data Science

      Volume: 1 Issue: 1 Pages: 109-116

    • DOI

      10.1007/s42081-018-0005-7

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Differential relations for the largest root distribution of complex non-central Wishart matrices2018

    • Author(s)
      Raimundas Vidunas and Akimichi Takemura
    • Journal Title

      The 50th Anniversary of Grobner Basis, edited by Takayuki Hibi, Advanced Studies in Pure Mathematics

      Volume: 77 Pages: 411-436

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A-hypergeometric distributions and Newton polytopes2018

    • Author(s)
      Takayama, N., Kuriki, S. and Takemura, A.
    • Journal Title

      Advances in Applied Mathematics

      Volume: 99 Pages: 109-133

    • DOI

      10.1016/j.aam.2018.05.001

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Distribution of the ratio of two Wishart matrices and cumulative probability evaluation by the holonomic gradient method2018

    • Author(s)
      Hashiguchi Hiroki、Takayama Nobuki、Takemura Akimichi
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 165 Pages: 270-278

    • DOI

      10.1016/j.jmva.2018.01.002

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Relation between the rate of convergence of strong law of large numbers and the rate of concentration of Bayesian prior in game-theoretic probability2018

    • Author(s)
      Ryosuke Sato, Kenshi Miyabe and Akimichi Takemura
    • Journal Title

      Stochastic Processes and their Applications

      Volume: 128 Issue: 5 Pages: 1466-1484

    • DOI

      10.1016/j.spa.2017.07.014

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Conformal geometry of sequential test in multidimensional curved exponential family2016

    • Author(s)
      Masayuki Kumon, A.Takemura and Kei Takeuchi
    • Journal Title

      Sequential Analysis

      Volume: 35 Issue: 1 Pages: 30-68

    • DOI

      10.1080/07474946.2016.1131570

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Estimation of exponential-polynomial distribution by holonomic gradient descent2016

    • Author(s)
      Jumpei Hayakawa and A.Takemura
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 45 Issue: 23 Pages: 6860-6882

    • DOI

      10.1080/03610926.2014.968735

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An objective look at obtaining the plotting positions for QQ-plots.2016

    • Author(s)
      Reza Hosseini and A.Takemura
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 45 Issue: 16 Pages: 4716-4728

    • DOI

      10.1080/03610926.2014.927498

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An extended power model for point processes in a finite interval and its application to bid arrival process of online auctions. (in Japanese).2015

    • Author(s)
      Ryohei Shibue and A.Takemura
    • Journal Title

      Japanese Journal of Applied Statistics

      Volume: 44 Pages: 89-100

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Non-asymptotic analysis of a new bandit algorithm for semi-bounded rewards2015

    • Author(s)
      Junya Honda and A.Takemura
    • Journal Title

      Journal of Machine Learning Research

      Volume: 16 Pages: 3721-3756

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A linear-algebraic tool for conditional independence inference2015

    • Author(s)
      Kentaro Tanaka, Milan Studeny, A.Takemura and Tomonari Sei
    • Journal Title

      Journal of Algebraic Statistics

      Volume: 6 Issue: 2 Pages: 150-167

    • DOI

      10.18409/jas.v6i2.46

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Markov degree of configurations defined by fibers of a configuration2015

    • Author(s)
      Takayuki Koyama, Mitsunori Ogawa and A.Takemura
    • Journal Title

      Journal of Algebraic Statistics

      Volume: 6 Issue: 2 Pages: 80-107

    • DOI

      10.18409/jas.v6i2.38

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Properties of powers of functions satisfying second-order linear differential equations with applications to statistics2015

    • Author(s)
      Naoki, Marumo, Toshinori Oaku
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics

      Volume: 32 Issue: 2 Pages: 553-572

    • DOI

      10.1007/s13160-015-0179-3

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Standard imsets for undirected and chain graphical models2015

    • Author(s)
      Takuya Kashimura and A. Takemura
    • Journal Title

      Bernoulli

      Volume: 21 Issue: 3 Pages: 1467-1493

    • DOI

      10.3150/14-bej611

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Calculation of orthant probabilities by the holonomic gradient method2015

    • Author(s)
      Tamio Koyama and A. Takemura
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics

      Volume: 32 Issue: 1 Pages: 187-204

    • DOI

      10.1007/s13160-015-0166-8

    • NAID

      210000164831

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] MIMO Zero-Forcing performance evaluation using the holonomic gradient method2015

    • Author(s)
      Constantin Siriteanu, A. Takemura, Satoshi Kuriki, Hyundong Shin and Christoph Koutschan
    • Journal Title

      IEEE Transactions on Wireless Communications

      Volume: 14 Issue: 4 Pages: 2322-2335

    • DOI

      10.1109/twc.2014.2385075

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Schur complement based analysis of MIMO zero-forcing for Rician fading2015

    • Author(s)
      Constantin Siriteanu, Akimichi Takemura, Satoshi Kuriki, Donald St. P. Richards, and Hyundong Shin
    • Journal Title

      IEEE Transactions on Wireless Communications

      Volume: 14(4) Issue: 4 Pages: 1757-1771

    • DOI

      10.1109/twc.2014.2371467

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Exact MIMO zero-forcing detection analysis for transmit-correlated Rician fading2014

    • Author(s)
      Constantin Siriteanu, Steven D. Blostein, A. Takemura, Hyundong Shin, Shahram Yousefi and Satoshi Kuriki
    • Journal Title

      IEEE Transactions on Wireless Communications

      Volume: 13, no.3 Pages: 1514-1527

    • Related Report
      2014 Annual Research Report 2013 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Optimality of Thompson sampling for Gaussian bandits depends on priors2014

    • Author(s)
      Junya Honda and A. Takemura
    • Journal Title

      JMLR Workshop and Conference Proceedings

      Volume: 33 Pages: 375-383

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Convergence analysis of performance-measure expressions for MIMO ZF under Rician fading2014

    • Author(s)
      Constantin Siriteanu, A. Takemura, Steven D. Blostein, Satoshi Kuriki and Hyundong Shin
    • Journal Title

      Communications Theory Workshop (AusCTW), 2014 Australian

      Volume: 1 Pages: 114-119

    • DOI

      10.1109/ausctw.2014.6766438

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Markov degree of the three-state toric homogeneous Markov chain model2014

    • Author(s)
      David Haws, Abraham Martín del Campo, A.Takemura and Ruriko Yoshida
    • Journal Title

      Beiträge zur Algebra und Geometrie

      Volume: 55 Issue: 1 Pages: 161-188

    • DOI

      10.1007/s13366-013-0178-y

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Holonomic Gradient Descent for the Fisher-Bingham Distribution on the n-dimensional Sphere2014

    • Author(s)
      T. Koyama, H. Nakayama, K. Nishiyama, N. Takayama
    • Journal Title

      Computational Statistics

      Volume: (accepted) Issue: 3-4 Pages: 661-683

    • DOI

      10.1007/s00180-013-0456-z

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Software Packages for Holonomic Gradient Method2014

    • Author(s)
      T.Koyama, H.Nakayama, K.Ohara, T.Sei, N.Takayama
    • Journal Title

      Mathematial Software --- ICMS 2014, 4th International Conference, Proceedings

      Volume: 1 Pages: 706-712

    • DOI

      10.1007/978-3-662-44199-2_105

    • ISBN
      9783662441985, 9783662441992
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Centrally symmetric configurations of integer matrices2014

    • Author(s)
      Hidefumi Ohsugi and Takayuki Hibi
    • Journal Title

      Nagoya Mathematical Journal

      Volume: 216 Pages: 153-170

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The binomial edge ideal of a pair of graphs2014

    • Author(s)
      Viviana Ene, Jürgen Herzog, Takayuki Hibi and Ayesha A. Qureshi
    • Journal Title

      Nagoya Mathematical Journal

      Volume: 213 Pages: 105-125

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Markov degree of the Birkhoff model2013

    • Author(s)
      Takashi Yamaguchi, Mitsunori Ogawa, Akimichi Takemura
    • Journal Title

      Journal of Algebraic Combinatorics

      Volume: (印刷中) Issue: 1 Pages: 293-311

    • DOI

      10.1007/s10801-013-0488-z

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] New Undergraduate Departments and Programs of Data Science in JAPAN2018

    • Author(s)
      Akimichi Takemura
    • Organizer
      0th International Conference on Teaching Statistics (ICOTS10)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 滋賀大学で始まったデータサイエンティストの組織的育成2017

    • Author(s)
      竹村彰通
    • Organizer
      品質管理学会
    • Related Report
      2016 Annual Research Report
  • [Presentation] 滋賀大学データサイエンス学部の現状2017

    • Author(s)
      竹村彰通
    • Organizer
      統計関連学会
    • Related Report
      2016 Annual Research Report
  • [Presentation] デーサイエンス研究と教育の意義2017

    • Author(s)
      竹村彰通
    • Organizer
      組織学会
    • Related Report
      2016 Annual Research Report
  • [Presentation] ホロノミック勾配法に関する研究2016

    • Author(s)
      竹村彰通
    • Organizer
      日本数学会2016年度年会
    • Place of Presentation
      筑波大学
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] "Some results and conjectures on complexity of Markov bases"2015

    • Author(s)
      A.Takemura
    • Organizer
      SIAM Conference
    • Place of Presentation
      Daejeon, South Korea
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] データサイエンスを専門的に学ぶ大学教育の展望-滋賀大学の目指すもの2015

    • Author(s)
      竹村彰通、佐和隆光, 吉川英治
    • Organizer
      日本行動計量学会第43回大会
    • Place of Presentation
      首都大学東京
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 日本学術会議における統計学分野の参照基準の検討状況について2015

    • Author(s)
      竹村彰通、田栗正章
    • Organizer
      2015年度統計関連学会連合大会
    • Place of Presentation
      岡山大学津島キャンパス
    • Related Report
      2015 Annual Research Report
  • [Presentation] "Origin and developments of holonomic gradient method"2015

    • Author(s)
      A.Takemura
    • Organizer
      RSS 2015 conference
    • Place of Presentation
      Exeter University, UK
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Introduction to Markov bases and contingency table models in statistics2014

    • Author(s)
      Akimichi Takemura
    • Organizer
      Algebraic Statistics Workshop, 2014 NIMS Thematic Program on Applied Algebraic Geoemetry
    • Place of Presentation
      Daejeon (韓国)
    • Year and Date
      2014-07-14
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Recent Advances in Computational Algebraic Statistics2014

    • Author(s)
      Akimichi Takemura
    • Organizer
      IMS-APRM 2014
    • Place of Presentation
      台北 (台湾)
    • Year and Date
      2014-07-02
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Stanley's Influence on Monomial Ideals2014

    • Author(s)
      Takayuki Hibi
    • Organizer
      A conference in honor of Richard P. Stanley’s 70th birthday
    • Place of Presentation
      Cambridge (アメリカ)
    • Year and Date
      2014-06-25
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 計算代数統計の最近の展開について2014

    • Author(s)
      竹村彰通
    • Organizer
      日本数学会2014年度年会
    • Place of Presentation
      学習院大学 (東京都・豊島区)
    • Year and Date
      2014-03-15
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Holonomic Gradient Method for Multivariate Normal Distribution Theory2013

    • Author(s)
      Akimichi Takemura
    • Organizer
      SIAM Conference on Applied Algebraic Geometry 2013
    • Place of Presentation
      Fort Collins (アメリカ)
    • Year and Date
      2013-08-02
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Introduction to the Holonomic Gradient Method in Statistics2013

    • Author(s)
      Akimichi Takemura
    • Organizer
      Asian Mathematical Conference 2013
    • Place of Presentation
      釜山 (韓国)
    • Year and Date
      2013-07-01
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Book] 基礎系 数学 確率・統計II (東京大学工学教程)2018

    • Author(s)
      青木敏、竹村彰通
    • Total Pages
      192
    • Publisher
      丸善出版
    • ISBN
      4621302701
    • Related Report
      2016 Annual Research Report
  • [Remarks]

    • URL

      http://park.itc.u-tokyo.ac.jp/atstat/athp/

    • Related Report
      2015 Annual Research Report
  • [Remarks] 計算代数統計による統計と関連数学領域の革新

    • URL

      http://park.itc.u-tokyo.ac.jp/atstat/kakenhi/h25s/

    • Related Report
      2013 Annual Research Report

URL: 

Published: 2013-06-20   Modified: 2022-04-28  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi