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Geometry of statistical manifolds for integrable and non-integrable systems

Research Project

Project/Area Number 23740047
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
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), 准教授 (90315177)

Project Period (FY) 2011-04-28 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2012: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords統計多様体 / 捩れを許す統計多様体 / アファイン微分幾何学 / アファイン分布 / 情報幾何学 / プレコントラスト関数 / Tsallis統計 / 非可積分推定関数
Outline of Final Research Achievements

The notion of statistical manifold is a differential geometric formulation of a set of probability distributions. For statistical manifold structures for statistical models, geometric structures are studied from the viewpoints of integrable and non-integrable systems. In particular, natural statistical manifold structures of statistical models are elucidated using geometry of estimating functions. In addition, the notions of expectations and independences are generalized from the viewpoint of differential geometry, and relations between expectations of random variables and generalized conformal structures of statistical manifolds are elucidated.

Report

(5 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (45 results)

All 2015 2014 2013 2012 2011 Other

All Journal Article (7 results) (of which Peer Reviewed: 6 results,  Acknowledgement Compliant: 2 results) Presentation (38 results) (of which Invited: 11 results)

  • [Journal Article] Information geometry of Bayesian statistics2015

    • Author(s)
      Hiroshi Matsuzoe
    • Journal Title

      AIP Conference Proceedings

      Volume: 1641 Pages: 279-286

    • DOI

      10.1063/1.4905989

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Hessian Structures and Divergence Functions on Deformed Exponential Families2014

    • Author(s)
      Hiroshi Matsuzoe and Masayuki Henmi
    • Journal Title

      Signals and Communication Technology

      Volume: 12 Pages: 57-80

    • DOI

      10.1007/978-3-319-05317-2_3

    • ISBN
      9783319053165, 9783319053172
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Hessian structures on deformed exponential families and their conformal structures2014

    • Author(s)
      Hiroshi Matsuzoe
    • Journal Title

      Differential geometry and its applications

      Volume: 35 Pages: 323-333

    • DOI

      10.1016/j.difgeo.2014.06.003

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Hessian Structures on Deformed Exponential Families2013

    • Author(s)
      Hiroshi Matsuzoe, Masayuki Henmi
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 8085 Pages: 275-828

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 捩れを許す統計多様体とアファイン分布の幾何学2013

    • Author(s)
      松添博,黒瀬俊
    • Journal Title

      京都大学数理解析研究所講究録

      Volume: 1834 Pages: 45-55

    • Related Report
      2013 Research-status Report
  • [Journal Article] Geometry of deformed exponential families: class FormattedString { value: Invariant, dually-flat and conformal geometries }2012

    • Author(s)
      Shun-ichi Amari, Atsumi Ohara and Hiroshi Matsuzoe
    • Journal Title

      Physica A

      Volume: 391 Issue: 18 Pages: 4308

    • DOI

      10.1016/j.physa.2012.04.016

    • URL

      https://localhost/en/publications/21a0893a-63cc-4cd7-aee6-175439ab8773

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Conformal geometry of escort probability and its applications2012

    • Author(s)
      Atsumi Ohara, Hiroshi Matsuzoe and Shun-ichi Amari
    • Journal Title

      Modern Physics Letters B

      Volume: 26 Issue: 10 Pages: 1250063-1250063

    • DOI

      10.1142/s0217984912500637

    • URL

      https://localhost/en/publications/0e699fd6-ffe7-44ad-ab68-17e44082bbc3

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] Geometry of Deformed Exponential Families2014

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      機械学習における情報幾何学的視点
    • Place of Presentation
      理化学研究所
    • Year and Date
      2014-12-03 – 2014-12-05
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 統計多様体の共形構造2014

    • Author(s)
      松添博
    • Organizer
      統計多様体の諸分野への応用
    • Place of Presentation
      京都大学
    • Year and Date
      2014-11-19 – 2014-11-21
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 異常統計と統計多様体の一般化した共形構造2014

    • Author(s)
      松添博
    • Organizer
      量子系の統計的推測とその幾何学的構造
    • Place of Presentation
      京都大学
    • Year and Date
      2014-11-10 – 2014-11-12
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 異常統計モデルにおけるHesse 構造2014

    • Author(s)
      松添博
    • Organizer
      福岡大学微分幾何研究会
    • Place of Presentation
      福岡大学
    • Year and Date
      2014-10-31 – 2014-11-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] 統計多様体の幾何学と異常統計2014

    • Author(s)
      松添博
    • Organizer
      Mini Workshop on Information Geometry and Statistical Physics
    • Place of Presentation
      分子科学研究所
    • Year and Date
      2014-10-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] 異常統計と統計量の相対論的拡張2014

    • Author(s)
      松添博
    • Organizer
      東海地区生物統計ネットワークセミナー
    • Place of Presentation
      名古屋大学
    • Year and Date
      2014-10-01
    • Related Report
      2014 Annual Research Report
  • [Presentation] Information geometry of Bayesian statistics2014

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      34th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering
    • Place of Presentation
      Chateau Clos Luce, Amboise, France
    • Year and Date
      2014-09-21 – 2014-09-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] Geometry of deformed exponential families2014

    • Author(s)
      Hiroshi Matuszoe
    • Organizer
      The 4th International Colloquium on Differential Geometry and its Related Fields
    • Place of Presentation
      University of Veliko Tarnovo
    • Year and Date
      2014-09-08 – 2014-09-12
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 変形指数型分布族の幾何学と異常統計2014

    • Author(s)
      松添博
    • Organizer
      第61回幾何学シンポジウム
    • Place of Presentation
      名城大学
    • Year and Date
      2014-08-23 – 2014-08-26
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Statistical manifolds on deformed exponential families and their applications2014

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      International Conference on Statistical Physics
    • Place of Presentation
      Sheraton Rhodes Resort
    • Year and Date
      2014-07-07 – 2014-07-11
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 異常統計と変形指数型分布族の幾何学2014

    • Author(s)
      松添博
    • Organizer
      名古屋大学多自由度コロキウム
    • Place of Presentation
      名古屋大学
    • Year and Date
      2014-06-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] 変形指数型分布族上の統計構造2014

    • Author(s)
      松添博
    • Organizer
      名古屋大学幾何学セミナー
    • Place of Presentation
      名古屋大学
    • Year and Date
      2014-04-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] Statistical manifolds in affine differential geometry and their generalizations2014

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      2nd International Workshop on Information Geometry and Affine Differential Geometry
    • Place of Presentation
      Fudan University
    • Year and Date
      2014-04-11 – 2014-04-12
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 統計多様体の一般化した共形構造とその周辺2014

    • Author(s)
      松添博
    • Organizer
      統計多様体の幾何学の新展開
    • Place of Presentation
      京都大学数理解析研究所
    • Related Report
      2013 Research-status Report
  • [Presentation] 統計多様体上の微分形式と統計的推論の幾何学2014

    • Author(s)
      松添博
    • Organizer
      統計多様体の幾何学の新展開
    • Place of Presentation
      京都大学数理解析研究所
    • Related Report
      2013 Research-status Report
  • [Presentation] 確率分布の規格化と統計多様体の射影構造2014

    • Author(s)
      松添博
    • Organizer
      統計多様体の幾何学とその周辺(5)
    • Place of Presentation
      北海道大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Hessian structures on deformed exponential families2013

    • Author(s)
      Hiroshi Matsuzoe, Masayuki Henmi
    • Organizer
      Geometric Science of Information 2013
    • Place of Presentation
      Mines Paris Tech
    • Related Report
      2013 Research-status Report
  • [Presentation] Hessian structures on deformed exponential families and their applications2013

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      Differential Geometry and its Applications
    • Place of Presentation
      Masaryk University
    • Related Report
      2013 Research-status Report
  • [Presentation] 微分幾何学から見た統計モデルの幾何学2013

    • Author(s)
      松添博
    • Organizer
      電子情報通信学会・医用画像研究会
    • Place of Presentation
      東北大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Hessian structures on deformed exponential families and their applications2013

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      The 6th Pacific RIM Conference on Mathematics 2013
    • Place of Presentation
      Sapporo Convention Center
    • Related Report
      2013 Research-status Report
  • [Presentation] 1-conformal flatness of q-exponential families2012

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      International Workshop on Anomalous Statistics, Generalized Entropies, and Information Geometry(招待講演)
    • Place of Presentation
      Nara women’s university
    • Related Report
      2011 Research-status Report
  • [Presentation] 統計多様体の一般化した共形構造とアファイン微分幾何学2012

    • Author(s)
      松添博
    • Organizer
      幾何統計小研究集会「データ解析における新規連携分野の調査」
    • Place of Presentation
      名古屋工業大学
    • Related Report
      2011 Research-status Report
  • [Presentation] プレコントラスト関数の幾何学2011

    • Author(s)
      松添博
    • Organizer
      統計多様体の幾何学とその周辺(3)
    • Place of Presentation
      北海道大学
    • Related Report
      2011 Research-status Report
  • [Presentation] Affine connections with torsion2011

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      Geometry Seminar(招待講演)
    • Place of Presentation
      University of Michigan
    • Related Report
      2011 Research-status Report
  • [Presentation] Geometry of escort distributions2011

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      RIKEN Workshop on Information Geometry
    • Place of Presentation
      RIKEN
    • Related Report
      2011 Research-status Report
  • [Presentation] 捩れをゆるす統計多様体とアファイン分布の幾何学2011

    • Author(s)
      松添博
    • Organizer
      第58 回幾何学シンポジウム(招待講演)
    • Place of Presentation
      山口大学
    • Related Report
      2011 Research-status Report
  • [Presentation] 統計多様体と推定関数の幾何学

    • Author(s)
      松添博
    • Organizer
      2013 年度日本数学会・年会
    • Place of Presentation
      京都大学
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] 変形指数型分布族上のHeese構造

    • Author(s)
      松添博
    • Organizer
      大阪市立大学数学研究所情報幾何と関連分野小研究集会
    • Place of Presentation
      大阪市立大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 一般化指数型分布族と双対平坦構造

    • Author(s)
      松添博
    • Organizer
      統計多様体の幾何学とその周辺(4)
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 捩れを許す統計多様体とアファイン分布の幾何学

    • Author(s)
      松添博,黒瀬俊
    • Organizer
      量子論における統計的推測の理論と応用
    • Place of Presentation
      京都大学
    • Related Report
      2012 Research-status Report
  • [Presentation] A short review on conformal information geometry

    • Author(s)
      松添博
    • Organizer
      Wasserstein geometry and Information geometry
    • Place of Presentation
      名古屋大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Statistical manifolds admitting torsion and pre-contrast functions

    • Author(s)
      松添博
    • Organizer
      確率論と幾何学
    • Place of Presentation
      大学コンソーシアムやまがたゆうキャンパス・ステーション
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] 統計多様体の一般化した共形構造とq-指数型分布族の幾何学

    • Author(s)
      松添博,小原敦美,甘利俊一
    • Organizer
      2012 年度日本数学会・秋季総合分科会
    • Place of Presentation
      九州大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 擬似統計多様体とアファイン分布の幾何学

    • Author(s)
      松添博,黒瀬俊,逸見昌之
    • Organizer
      2012 年度日本数学会・秋季総合分科会
    • Place of Presentation
      九州大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Geometry of of deformed exponential families

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      3nd International Colloquium on Differential Geometry and its Related Fields
    • Place of Presentation
      St. Cyril and St. Methodius University of Veliko Tarnovo
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Quasi-statistical manifolds and geometry of affine distributions

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      Pure and Applied Differential Geometry 2012
    • Place of Presentation
      Katholieke Universiteit Leuven
    • Related Report
      2012 Research-status Report
  • [Presentation] Statistical manifolds admitting torsion and pre-contrast functions

    • Author(s)
      Hiroshi Matsuzo, Masayuki Henmi
    • Organizer
      The 8th World Congress in Probability and Statistics
    • Place of Presentation
      Grand Cevahir Hotel & Convention Center
    • Related Report
      2012 Research-status Report
  • [Presentation] Construction of geometric divergence on q-exponential family

    • Author(s)
      Hiroshi Matsuzoe
    • Organizer
      International Conference Mathematics of Distances and Applications
    • Place of Presentation
      Hotel Panorama
    • Related Report
      2012 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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