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Information geometry of generalized thermostatistics and its applications

Research Project

Project/Area Number 23540134
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionUniversity of Fukui

Principal Investigator

OHARA Atsumi  福井大学, 工学(系)研究科(研究院), 教授 (90221168)

Co-Investigator(Renkei-kenkyūsha) FUJIWARA Akio  大阪大学, 理学研究科, 教授 (30251359)
MATSUZOE Hiroshi  名古屋工業大学, 工学研究科, 准教授 (90315177)
Project Period (FY) 2011-04-28 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
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: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords情報幾何学 / 一般化熱統計学 / 正定値対称行列 / 力学系 / 共形平坦化 / 一般化指数型分布
Outline of Final Research Achievements

Generalizing concepts such as probability density functions or entropies, which play important roles in statistical physics and information sciences, we study their mathematical structure from information geometrical viewpoints and obtain several results for its new application in such fields.
First, we have proved that geometrically nice properties, which are related to flatness in differential geometrical sense, are still maintained, even if the ordinary exponential and logarithmic functions in probability densities or entropies are replaced with power functions. Second, utilizing this nice geometrical structure, we developed several methods to analyze physical phenomena and statistical data those such stochastic structure governs.

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

    (20 results)

All 2014 2013 2012 2011

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (9 results) (of which Invited: 3 results) Book (1 results)

  • [Journal Article] Duality of Maximum Entropy and Minimum Divergence2014

    • Author(s)
      Shinto Eguchi, Osamu Komori and Atsumi Ohara
    • Journal Title

      Entropy

      Volume: 16 Issue: 7 Pages: 3552-3572

    • DOI

      10.3390/e16073552

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Curvature integrals and iteration complexities in SDP and symmetric cone programs2014

    • Author(s)
      Satoshi Kakihara, Atsumi Ohara and Takashi Tsuchiya
    • Journal Title

      Computational Optimization and Applications

      Volume: 57 Issue: 3 Pages: 623-665

    • DOI

      10.1007/s10589-013-9608-x

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Group Invariance of Information Geometry on q-Gaussian Distributions Induced by Beta-Divergence2013

    • Author(s)
      Atsumi Ohara and Shinto Eguchi
    • Journal Title

      Entrtopy

      Volume: 15 Issue: 11 Pages: 4732-4747

    • DOI

      10.3390/e15114732

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Bregman Extension of quasi-Newton updates II: Analysis of Robustness Properties2013

    • Author(s)
      Takafumi Kanamori and Atsumi Ohara
    • Journal Title

      Journal of Computational and Applied Mathematics

      Volume: 253 Pages: 104-122

    • DOI

      10.1016/j.cam.2013.04.005

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Information Geometry and Interior-Point Algorithms in Semidefinite Programs and Symmetric Cone Programs2013

    • Author(s)
      S. Kakihara, A. Ohara and T. Tsuchiya
    • Journal Title

      Journal of Optimization Theory and Applications

      Volume: Vol.157, Issue 3 Issue: 3 Pages: 749-780

    • DOI

      10.1007/s10957-012-0180-9

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Bregman Extension of quasi-Newton updates I: An Information Geometrical framework2013

    • Author(s)
      Takafumi Kanamori and Atsumi Ohara
    • Journal Title

      Optimization Methods and Software

      Volume: 28 Issue: 1 Pages: 96-123

    • DOI

      10.1080/10556788.2011.613073

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Geometry of deformed exponential families: Invariant, dually-flat and conformal geometries2012

    • 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

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Relationships Between the Legendre Structure in the S2-q-Formalism and the Dually-Flat Structure in the Space of Escort Distributions2012

    • Author(s)
      Tatsuaki Wada, Atsumi Ohara and Antonio Scarfone
    • Journal Title

      Reports on Mathematical Physics

      Volume: 70 Issue: 2 Pages: 181-192

    • DOI

      10.1016/s0034-4877(12)60038-x

    • 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

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Geometry of q-exponential family of probability distributions2011

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

      Entropy

      Volume: 13 Issue: 6 Pages: 1170

    • DOI

      10.3390/e13061170

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] On Representing Functions of Probability Distributions and Conformal Flattening2014

    • Author(s)
      Atsumi Ohara
    • Organizer
      Workshop on Information Geometry for Machine Learning
    • Place of Presentation
      Riken Wako, Japan
    • Year and Date
      2014-12-03 – 2014-12-05
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Duality in a maximum generalized entropy model2014

    • Author(s)
      Shinto Eguchi, Osamu Komori and Atsumi Ohara
    • Organizer
      MaxEnt 2014
    • Place of Presentation
      Clos Luce, Amboise, France
    • Year and Date
      2014-09-21 – 2014-09-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] Construction of Legendre dualities for generalized entropies via Conformal flattening2014

    • Author(s)
      Atsumi Ohara
    • Organizer
      International Conference in Statistical Physics 2014
    • Place of Presentation
      Rhodes Greece
    • Year and Date
      2014-07-07 – 2014-07-11
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Conformal Flattening and Generalized Entropies: An Affine Differential Geometric Approach2014

    • Author(s)
      Atsumi Ohara
    • Organizer
      2nd International Workshop on Information Geometry and Affine Differential Geometry
    • Place of Presentation
      Fudan University, Shanghai, China
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Geometry on Positive Definite Matrices Induced from V-Potential Function,2013

    • Author(s)
      Atsumi Ohara and Shinto Eguchi
    • Organizer
      Geometric Science of Information
    • Place of Presentation
      Ecole des Mines, Paris, France
    • Related Report
      2013 Research-status Report
  • [Presentation] Information Geometry and Interior Point Algorithms2013

    • Author(s)
      Satoshi Kakihara, Atsumi Ohara and Takashi Tsuchiya
    • Organizer
      Geometric Science of Information
    • Place of Presentation
      Ecole des Mines, Paris, France
    • Related Report
      2013 Research-status Report
  • [Presentation] Geometrical tools for alpha-Voronoi partitions2012

    • Author(s)
      Atsumi Ohara and Yuya Nagatani
    • Organizer
      Mathematics of Distances and Applications
    • Place of Presentation
      Varna, Bulgaria
    • Related Report
      2012 Research-status Report
  • [Presentation] Deformation of the Legendre structures and gradient flows on the simplex2012

    • Author(s)
      Atsumi Ohara
    • Organizer
      International Workshop on Anomalous Statistics, Generalized Entropies, and Information Geometry(招待講演)
    • Place of Presentation
      Nara Japan
    • Related Report
      2011 Research-status Report
  • [Presentation] Conformal geometry of escort probabilities and its application to Voronoi partitions2011

    • Author(s)
      Atsumi Ohara, Hiroshi Matsuzoe and Shun-ichi Amari
    • Organizer
      International conference on statistical physics SigmaPhi2011(招待講演)
    • Place of Presentation
      Larnaca, Cyprus
    • Related Report
      2011 Research-status Report
  • [Book] Frank Nielsen(Ed): GEOMETRIC THEORY OF INFORMATION, Chapter 22014

    • Author(s)
      Atsumi Ohara and Shinto Eguchi
    • Publisher
      Springer
    • Related Report
      2013 Research-status Report

URL: 

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

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