Heavily tailed probability distributions are important objects in anomalous statistical physics. For such probability distributions, expectations do not exist in general. Therefore, an escort distribution and an escort expectation have been introduced. In this paper, by generalizing such escort distributions, a sequence of escort distributions is introduced. For a deformed exponential family, we study the fundamental properties of statistical manifold structures derived from the sequence of escort expectations.

A sequential structure of statistical manifolds on deformed exponential family

A. M. Scarfone;
2017

Abstract

Heavily tailed probability distributions are important objects in anomalous statistical physics. For such probability distributions, expectations do not exist in general. Therefore, an escort distribution and an escort expectation have been introduced. In this paper, by generalizing such escort distributions, a sequence of escort distributions is introduced. For a deformed exponential family, we study the fundamental properties of statistical manifold structures derived from the sequence of escort expectations.
2017
Istituto dei Sistemi Complessi - ISC
978-3-319-68444-4
Statistical manifold
Escort distribution
Escort expectation
Deformed exponential family
Information geometry
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Descrizione: A Sequential Structure of Statistical Manifolds on Deformed Exponential Family
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/338213
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