Differential-escort transformations and the monotonicity of the LMC-Rényi complexity measure

Escort distributions have been shown to be very useful in a great variety of fields ranging from information theory, nonextensive statistical mechanics till coding theory, chaos and multifractals. In this work we give the notion and the properties of a novel type of escort density, the differential-...

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Detalles Bibliográficos
Autor: Puertas-Centeno, D.
Tipo de recurso: artículo
Fecha de publicación:2018
País:España
Institución:Universidad Rey Juan Carlos
Repositorio:BURJC-Digital. Repositorio Institucional de la Universidad Rey Juan Carlos
OAI Identifier:oai:burjcdigital.urjc.es:10115/40222
Acceso en línea:https://hdl.handle.net/10115/40222
Access Level:acceso embargado
Palabra clave:Differential-escort distributions
Shannon, Rényi and Tsallis entropies
Statistical complexity measures
LMC and LMC-Rényi complexity measures
Tsallis q-exponential densities
Power-law-decaying probability densities
Descripción
Sumario:Escort distributions have been shown to be very useful in a great variety of fields ranging from information theory, nonextensive statistical mechanics till coding theory, chaos and multifractals. In this work we give the notion and the properties of a novel type of escort density, the differential-escort densities, which have various advantages with respect to the standard ones. We highlight the behavior of the differential Shannon, Rényi and Tsallis entropies of these distributions. Then, we illustrate their utility to prove the monotonicity property of the LMC-Rényi complexity measure and to study the behavior of general distributions in the two extreme cases of minimal and very high LMC-Rényi complexity. Finally, this transformation allows us to obtain the Tsallis q-exponential densities as the differential-escort transformation of the exponential density.