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Conditions for the existence of a generalization of Rényi divergence

Rui F. Vigelis, Luiza H.F. de Andrade and Charles C. Cavalcante

Physica A: Statistical Mechanics and its Applications, 2020, vol. 558, issue C

Abstract: We give necessary and sufficient conditions for the existence of a generalization of Rényi divergence, which is defined in terms of a deformed exponential function. If the underlying measure μ is non-atomic, we found that not all deformed exponential functions can be used in the generalization of Rényi divergence; a condition involving the deformed exponential function is provided. In the case μ is purely atomic (the counting measure on the set of natural numbers), we show that any deformed exponential function can be used in the generalization.

Keywords: Generalized divergence; Rényi entropy; Information geometry; Existence conditions (search for similar items in EconPapers)
Date: 2020
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Persistent link: https://EconPapers.repec.org/RePEc:eee:phsmap:v:558:y:2020:i:c:s0378437120304970

DOI: 10.1016/j.physa.2020.124953

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