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Generalized conformal structures on statistical manifolds

Research Project

Project/Area Number 15K04842
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Geometry
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)

Project Period (FY) 2015-04-01 – 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: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
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)
Keywords統計多様体 / 情報幾何学 / 共形射影構造 / エスコート分布
Outline of Final Research Achievements

A statistical manifold is a generalization of geometric structures naturally formulated for statistical models from the viewpoint of differential geometry, where a statistical model is a set of probability density functions that have suitable regularity conditions. On the other hand, a conformal structure is a geometrical structure for equivalence of metrics (or inner products) that preserve orthogonality and angle.
In this study, we show that statistical models such as the deformation exponential families admit sequential geometrical structures, and have a generalized conformal equivalence structures between invariant statistical manifolds and flat statistical manifolds.

Academic Significance and Societal Importance of the Research Achievements

従来の情報幾何学は,指数型分布族に対して双対平坦空間の構造を議論するものが中心であった.本研究では近年重要性の増している非指数型の分布族に対して,その統計多様体の逐次構造を解明するとともに,不変統計多様体構造と平坦統計多様体構造の間の一般化した共形構造を解明した.統計多様体の幾何学の微分幾何学的基礎として非常に有意義な研究成果である.

Report

(6 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (36 results)

All 2020 2019 2018 2017 2016 2015 Other

All Int'l Joint Research (6 results) Journal Article (8 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 8 results,  Open Access: 4 results,  Acknowledgement Compliant: 4 results) Presentation (22 results) (of which Int'l Joint Research: 17 results,  Invited: 6 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(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
  • [Int'l Joint Research] Politecnico di Torino/Istituto dei Sistemi Complessi (ISC-CNR)(イタリア)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] Politecnico di Torino(Italy)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] Efrei(France)

    • Related Report
      2015 Research-status Report
  • [Journal Article] On the canonical distributions of a thermal particle in a generalized velocity-dependent potential2020

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

      Physica A: Statistical Mechanics and its Applications

      Volume: 541 Pages: 123273-123273

    • DOI

      10.1016/j.physa.2019.123273

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [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] 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
  • [Journal Article] Conjugate Representations and Characterizing Escort Expectations in Information Geometry2017

    • Author(s)
      Wada Tatsuaki、Matsuzoe Hiroshi
    • Journal Title

      Entropy

      Volume: 19 Issue: 7 Pages: 309-309

    • DOI

      10.3390/e19070309

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Sequence of Escort Distributions and Generalizations of Expectations on q-Exponential Family2017

    • Author(s)
      Hiroshi Matsuzoe
    • Journal Title

      Entropy

      Volume: 19 Issue: 1 Pages: 7-7

    • DOI

      10.3390/e19010007

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Deformed Algebras and Generalizations of Independence on Deformed Exponential Families2015

    • Author(s)
      Hiroshi Matsuzoe, Tatsuaki Wada
    • Journal Title

      Entropy

      Volume: 17 Issue: 8 Pages: 5729-5751

    • DOI

      10.3390/e17085729

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Dualistic Hessian Structures Among the Thermodynamic Potentials in the k-Thermostatistics2015

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

      Entropy

      Volume: 17 Issue: 10 Pages: 7213-7229

    • DOI

      10.3390/e17107213

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A Generalization of Independence and Multivariate Student’s t-distributions2015

    • Author(s)
      Monta Sakamoto, Hiroshi Matsuzoe
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 9389 Pages: 740-749

    • DOI

      10.1007/978-3-319-25040-3_79

    • ISBN
      9783319250397, 9783319250403
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Geometry of estimating functions on deformed exponential families2019

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      CSH Talk
    • Related Report
      2019 Annual Research Report
    • 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] 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] 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
    • Int'l Joint Research
  • [Presentation] 期待値系列と統計多様体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
    • Int'l Joint Research
  • [Presentation] 統計モデルの幾何学と期待値系列2017

    • 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 (9)
    • Related Report
      2017 Research-status Report
  • [Presentation] Unbiasedness of generalized score functions and sequential structures of expectations2017

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      International Conference on Statistical Physics
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 離散と連続の確率分布の幾何学2016

    • 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(8)
    • Place of Presentation
      北海道大学
    • Year and Date
      2016-09-12
    • Related Report
      2016 Research-status Report
  • [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
      Veliko Tarnovo, Bulgaria
    • Year and Date
      2016-09-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Generalized expectations for deformed exponential families2016

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      The 9th World Congress in Probability and Statistics
    • Place of Presentation
      University of Toronto, Canada
    • Year and Date
      2016-07-11
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Information geometry of anomalous statistics2016

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      The 4th Institute of Mathematical Statistics Asia Pacic Rim Meeting
    • Place of Presentation
      The Chinese University of Hong Kong, China
    • Year and Date
      2016-06-27
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Geometry of affine immersions and construction of geometric divergences2016

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      Information Geometry And Its Applications IV
    • Place of Presentation
      Liblice, Czech Republic
    • Year and Date
      2016-06-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Geometry of deformed exponential families and unbiasedness of estimating functions2016

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      1st-International Conference on Differential Geometry
    • Place of Presentation
      Fez, Morocco
    • Year and Date
      2016-04-11
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A generalization of independence and multivariate Student's t-distributions2015

    • Author(s)
      Monta Sakamoto, Hiroshi Matsuzoe
    • Organizer
      2nd conference on Geometric Science of Information (GSI2015)
    • Place of Presentation
      Ecole Polytechnique, France
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] International Centre for Mathematical Sciences2015

    • Author(s)
      Geometry of anomalous statistics and its application to computational anatomy
    • Organizer
      Computational information geometry for image and signal processing,
    • Place of Presentation
      International Centre for Mathematical Sciences, UK
    • Year and Date
      2015-09-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 変形指数型分布族の幾何学2015

    • 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(7)
    • Place of Presentation
      北海道大学
    • Year and Date
      2015-09-01
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2021-02-19  

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