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Unified construction of geometric theory for information space and morphological information science

Research Project

Project/Area Number 16KT0132
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section特設分野
Research Field Mathematical Sciences in Search of New Cooperation
Research InstitutionNagoya Institute of Technology

Principal Investigator

Matsuzoe Hiroshi  名古屋工業大学, 工学(系)研究科(研究院), 教授 (90315177)

Co-Investigator(Kenkyū-buntansha) 高津 飛鳥  首都大学東京, 理学研究科, 准教授 (90623554)
Project Period (FY) 2016-07-19 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2018: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2017: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords情報幾何学 / マルコフ埋め込み / Wasserstein幾何学 / 幾何学 / 微分幾何学 / 幾何学的統計理論 / 形態情報科学
Outline of Final Research Achievements

In information geometry, the invariance of geometric structures for statistical models under Markov embedding is very important. However, our research group found that the construction of Markov embedding is not unique, and the embedding can be modified. As a result, it is shown that different invariants corresponding to the new Markov embedding are obtained.
The result of this study, which was not expected at the beginning of this research project, is an important development on the basic properties of information geometry.

Academic Significance and Societal Importance of the Research Achievements

情報幾何学における不変性の要請は,情報空間の幾何学構成において非常に重要な基本原則である.しかしながら,その不変性に任意性があり,従来とは異なる自然な埋め込みを構成することで,新しい幾何学構造の不変性が得られることを示した.この研究成果は情報空間の微分幾何学的基礎理論として,非常に重要であると考えている.

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (24 results)

All 2019 2018 2017 2016 Other

All Int'l Joint Research (3 results) Journal Article (4 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 4 results,  Open Access: 1 results) Presentation (17 results) (of which Int'l Joint Research: 10 results,  Invited: 8 results)

  • [Int'l Joint Research] Istituto dei Sistemi Complessi (ISC-CNR)/Politecnico di Torino(イタリア)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Istituto dei Sistemi Complessi (ISC-CNR)/Politecnico di Torino/Universita di Firenze(イタリア)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] Istituto dei Sistemi Complessi (ISC-CNR)/Politecnico di Torino(イタリア)

    • Related Report
      2017 Research-status Report
  • [Journal Article] Normalization Problems for Deformed Exponential Families2019

    • Author(s)
      Hiroshi Matsuzoe, Antonio M. Scarfone, Tatsuaki Wada
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 11712 Pages: 279-287

    • DOI

      10.1007/978-3-030-26980-7_29

    • ISBN
      9783030269791, 9783030269807
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Convergence of combinatorial Ricci flows to degenerate circle patterns2019

    • Author(s)
      Asuka Takatsu
    • Journal Title

      Transactions of the American Mathematical Society

      Volume: 印刷中 Issue: 11 Pages: 7597-7617

    • DOI

      10.1090/tran/7778

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] To logconcavity and beyond2019

    • Author(s)
      Kazuhiro Ishige, Paolo Salani, Asuka Takatsu
    • Journal Title

      Communications in Contemporary Mathematics

      Volume: 印刷中 Issue: 02 Pages: 1950009-1950009

    • DOI

      10.1142/s0219199719500093

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Sequential Structure of Statistical Manifolds on Deformed Exponential Family2017

    • Author(s)
      Matsuzoe Hiroshi、Scarfone Antonio M.、Wada Tatsuaki
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 10589 Pages: 223-230

    • DOI

      10.1007/978-3-319-68445-1_26

    • ISBN
      9783319684444, 9783319684451
    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Normalization problems for deformed exponential families2019

    • Author(s)
      Hiroshi Matsuzoe, Antonio M. Scarfone, Tatsuaki Wada
    • Organizer
      4th conference on Geometric Science of Information
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Cencov の定理再訪2019

    • Author(s)
      高津 飛鳥, 松添 博
    • Organizer
      日本数学会2019年度秋季総合分科会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Geometry of generalized entropy2019

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      Information Geometry and Affine Differential Geometry III
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Sequential Structures of Statistical Manifolds2018

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      Entropy
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Dually flat structures for q-Gaussian families2018

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      IMS Annual Meeting on Probability and Statistics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Sequential structures of statistical manifolds on deformed exponential families2018

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      5th International Conference on Recent Advances in Pure and Applied Mathematics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Sequential structures of statistical manifolds2018

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      International Colloquium on Differential Geometry and its Related Fields
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 変形指数型分布族の幾何学2018

    • Author(s)
      松添博
    • Organizer
      ミニワークショップ統計多様体の幾何学とその周辺(10)
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 退化した Circle Pattern に収束するトーラス上の組合せリッチ流2018

    • Author(s)
      高津飛鳥
    • Organizer
      2018年度日本数学会秋季総合分科会
    • Related Report
      2018 Research-status Report
  • [Presentation] To log concavity and beyond2018

    • Author(s)
      Asuka Takatsu
    • Organizer
      Workshop on barycenters, convexity on metric spaces and positive operators
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Hessian structures on deformed exponential families II2018

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      The Ninth International Conference on Guided Self-Organisation
    • Related Report
      2017 Research-status Report
  • [Presentation] 統計モデルの幾何学2017

    • Author(s)
      松添博
    • Organizer
      多様体上の微分方程式
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] A sequential structure of statistical manifolds on deformed exponential family2017

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      3rd conference on Geometric Science of Information
    • Related Report
      2017 Research-status Report
  • [Presentation] Wasserstein幾何と情報幾何2017

    • Author(s)
      高津飛鳥
    • Organizer
      東北大学理学研究科数学専攻談話会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] Riemannian Wasserstein geometry on the space of Gaussian measures over the Wiener space2016

    • Author(s)
      Asuka Takatsu
    • Organizer
      第1回日本-台湾微分幾何研究集会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2016-12-13
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Construction of model selection criterion for q-exponential family2016

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      International Colloquium on Differential Geometry and its Related Fields
    • Place of Presentation
      St. Cyril and St. Methodius University of Veliko Tarnovo
    • Year and Date
      2016-09-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Curvature Dimension condition from the viewpoint of Information geometry2016

    • Author(s)
      Asuka Takatsu
    • Organizer
      Follow-up Workshop to JTP "Optimal Transportation"
    • Place of Presentation
      Hausdorff Research Institute for Mathematics
    • Year and Date
      2016-08-29
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited

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Published: 2016-07-20   Modified: 2023-03-08  

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