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Information Geometry of κ-Exponential Families: Dually-Flat, Hessian and Legendre Structures

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In this paper, we present a review of recent developments on the κ-deformed statistical mechanics in the framework of the information geometry. Three different geometric structures are introduced in the… Click to show full abstract

In this paper, we present a review of recent developments on the κ-deformed statistical mechanics in the framework of the information geometry. Three different geometric structures are introduced in the κ-formalism which are obtained starting from three, not equivalent, divergence functions, corresponding to the κ-deformed version of Kullback–Leibler, “Kerridge” and Brègman divergences. The first statistical manifold derived from the κ-Kullback–Leibler divergence form an invariant geometry with a positive curvature that vanishes in the κ→0 limit. The other two statistical manifolds are related to each other by means of a scaling transform and are both dually-flat. They have a dualistic Hessian structure endowed by a deformed Fisher metric and an affine connection that are consistent with a statistical scalar product based on the κ-escort expectation. These flat geometries admit dual potentials corresponding to the thermodynamic Massieu and entropy functions that induce a Legendre structure of κ-thermodynamics in the picture of the information geometry.

Keywords: geometry exponential; information geometry; dually flat; geometry; exponential families

Journal Title: Entropy
Year Published: 2018

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