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Information geometric approach to singular structure of the family of probability distributions on shape spaces

Research Project

Project/Area Number 26540013
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionThe University of Tokyo (2015-2016)
Keio University (2014)

Principal Investigator

SEI TOMONARI  東京大学, 大学院情報理工学系研究科, 准教授 (20401242)

Co-Investigator(Kenkyū-buntansha) 田中 潮  大阪府立大学, 理学(系)研究科(研究院), 助教 (60516897)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywordsテキスタイル集合 / 情報幾何 / 微分幾何 / 総合指数 / textile plot / シェイプ空間 / 可微分多様体 / ホロノミック勾配法 / 客観的総合指数 / 国際研究者交流 / イギリス
Outline of Final Research Achievements

We obtained three main results about statistical inference on shapes, where a shape is a sequence of spatial points under identification with respect to parallel displacement, rotation and scaling. First, we defined a set called the textile set related to the shape space, and elucidated its geometric properties. Secondly, we derived differential equations satisfied by the normalizing constant of spherical distributions on the sphere. Finally, we proposed a method of determining an objective general index. The results are presented through international conferences and journal papers.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (21 results)

All 2017 2016 2015 2014

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (19 results) (of which Int'l Joint Research: 5 results) Book (1 results)

  • [Journal Article] An objective general index for multivariate ordered data2016

    • Author(s)
      Tomonari Sei
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 147 Pages: 247-264

    • DOI

      10.1016/j.jmva.2016.02.005

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Gromov's problem: Bound the expansion coefficient from below in terms of the observable diameter of a metric measure space, and its diameter bounds2017

    • Author(s)
      田中 潮
    • Organizer
      測地線および関連する諸問題
    • Place of Presentation
      熊本大学(熊本県熊本市)
    • Year and Date
      2017-01-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] 座標ごとの変数変換によって得られる Stein型の分布2017

    • Author(s)
      清 智也
    • Organizer
      統計的モデリングと計算アルゴリズムの数理と展開
    • Place of Presentation
      名古屋大学(名古屋市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 客観的な総合指標とその応用2017

    • Author(s)
      清 智也
    • Organizer
      日本統計学会春季集会
    • Place of Presentation
      政策研究大学院大学(東京都港区)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 座標ごとの変換によって得られるStein型の等式とその性質2017

    • Author(s)
      清 智也
    • Organizer
      日本数学会2017年度年会
    • Place of Presentation
      首都大学東京(東京都八王子市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] On Submanifolds of Textile Set2016

    • Author(s)
      Ushio Tanaka and Tomonari Sei
    • Organizer
      The 4th Institute of Mathematical Statistics, Asia Pacific Rim Meeting
    • Place of Presentation
      香港中文大学(香港)
    • Year and Date
      2016-06-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Algebraic problems related to scaling of multivariate data2016

    • Author(s)
      Tomonari Sei
    • Organizer
      Applications of Algebraic Methods to Statistics
    • Place of Presentation
      京都大学数理解析研究所(京都市)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 微分幾何の観点からのTextilePlotの理解2016

    • Author(s)
      田中 潮,清 智也
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県金沢市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 順序付き多変量データのための客観的総合指数 ―TextilePlotとの関係―2016

    • Author(s)
      清 智也
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県金沢市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 対角スケーリングとWasserstein空間2016

    • Author(s)
      清 智也
    • Organizer
      統計多様体の幾何学とその周辺(8)
    • Place of Presentation
      北海道大学(札幌市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] エントロピー最大化から導かれる客観的な総合指数2016

    • Author(s)
      清 智也
    • Organizer
      大規模統計モデリングと計算統計III
    • Place of Presentation
      東京大学(東京都目黒区)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 客観的総合指数とその拡張2016

    • Author(s)
      清 智也
    • Organizer
      数理統計ひこね2016
    • Place of Presentation
      滋賀大学(滋賀県彦根市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Differential geometric properties of textile plot2015

    • Author(s)
      Sei, T. and Tanaka, U.
    • Organizer
      2nd Conference on Geometric Science of Information (GSI2015)
    • Place of Presentation
      Ecole Polytechnique, Palaiseau (フランス)
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Differential geometric properties of textile plot2015

    • Author(s)
      田中 潮,清 智也
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学 津島キャンパス(岡山県岡山市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Research-status Report
  • [Presentation] Holonomic gradient methods for the Fisher-Bingham normalising constants2015

    • Author(s)
      Kume, A. and Sei, T.
    • Organizer
      RSS 2015 Annual Conference
    • Place of Presentation
      Exeter University, Exeter (イギリス)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Computation of alternative multivariate t-distributions by the holonomic gradient method2015

    • Author(s)
      Nakamoto, K. and Sei, T.
    • Organizer
      SIAM Conference on Applied Algebraic Geometry
    • Place of Presentation
      NIMS, Daejeon (韓国)
    • Year and Date
      2015-08-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Holonomic gradient method for alternative multivariate t-distributions2015

    • Author(s)
      Nakamoto, K. and Sei, T.
    • Organizer
      Innovation in statistics and related mathematics through computational algebraic statistics
    • Place of Presentation
      東京大学山上会館(東京都・文京区)
    • Year and Date
      2015-03-03
    • Related Report
      2014 Research-status Report
  • [Presentation] Software packages for holonomic gradient method2014

    • Author(s)
      Koyama, T., Nakayama, H., Ohara, K., Sei, T. and Takayama N.
    • Organizer
      ICMS 2014
    • Place of Presentation
      Hanyang University, ソウル(韓国)
    • Year and Date
      2014-08-06
    • Related Report
      2014 Research-status Report
  • [Presentation] On the holonomic rank of the Bingham system2014

    • Author(s)
      Sei, T.
    • Organizer
      Workshop on Algebraic Statistics
    • Place of Presentation
      NIMS, Daejeon(韓国)
    • Year and Date
      2014-07-15
    • Related Report
      2014 Research-status Report
  • [Presentation] Holonomic gradient descent for the Bingham distributions2014

    • Author(s)
      Sei, T. and Kume, A.
    • Organizer
      IMS-APRM 2014
    • Place of Presentation
      Howard International House, 台北(台湾)
    • Year and Date
      2014-07-01
    • Related Report
      2014 Research-status Report
  • [Book] グレブナー教室--計算代数統計への招待--2015

    • Author(s)
      竹村 彰通,日比 孝之,原 尚幸,東谷 章弘,清 智也,及び『グレブナー道場』著者一同
    • Total Pages
      224
    • Publisher
      共立出版
    • Related Report
      2015 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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