• DocumentCode
    2607767
  • Title

    From differential to information geometry

  • Author

    Opitz, Felix

  • Author_Institution
    EADS Deutschland GmbH, Ulm, Germany
  • fYear
    2010
  • fDate
    14-16 June 2010
  • Firstpage
    186
  • Lastpage
    191
  • Abstract
    Information geometry is a new and increasing topic between statistics, estimation and differential geometry. Many amazing relationships between these domains were established through the last years. Unfortunately, it is not easy to find an easy approach to information geometry, which requires a deep understanding of differential geometry and statistics. The paper presents an easy readable introduction to information geometry, adapted from the analogies of surfaces embedded in the three dimensional space. It is shown, how well known structures like hyperbolic geometry and affine spaces occurs again in information geometry. Finally, some applications are given.
  • Keywords
    differential geometry; statistics; afflne spaces; differential geometry; estimation; hyperbolic geometry; information geometry; statistics; Gaussian distribution; Information geometry; Manifolds; Measurement; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cognitive Information Processing (CIP), 2010 2nd International Workshop on
  • Conference_Location
    Elba
  • Print_ISBN
    978-1-4244-6457-9
  • Type

    conf

  • DOI
    10.1109/CIP.2010.5604248
  • Filename
    5604248