Cargando…

Rényi Entropy Power Inequalities via Normal Transport and Rotation

Following a recent proof of Shannon’s entropy power inequality (EPI), a comprehensive framework for deriving various EPIs for the Rényi entropy is presented that uses transport arguments from normal densities and a change of variable by rotation. Simple arguments are given to recover the previously...

Descripción completa

Detalles Bibliográficos
Autor principal: Rioul, Olivier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513165/
https://www.ncbi.nlm.nih.gov/pubmed/33265730
http://dx.doi.org/10.3390/e20090641
_version_ 1783586325415329792
author Rioul, Olivier
author_facet Rioul, Olivier
author_sort Rioul, Olivier
collection PubMed
description Following a recent proof of Shannon’s entropy power inequality (EPI), a comprehensive framework for deriving various EPIs for the Rényi entropy is presented that uses transport arguments from normal densities and a change of variable by rotation. Simple arguments are given to recover the previously known Rényi EPIs and derive new ones, by unifying a multiplicative form with constant c and a modification with exponent [Formula: see text] of previous works. In particular, for log-concave densities, we obtain a simple transportation proof of a sharp varentropy bound.
format Online
Article
Text
id pubmed-7513165
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-75131652020-11-09 Rényi Entropy Power Inequalities via Normal Transport and Rotation Rioul, Olivier Entropy (Basel) Article Following a recent proof of Shannon’s entropy power inequality (EPI), a comprehensive framework for deriving various EPIs for the Rényi entropy is presented that uses transport arguments from normal densities and a change of variable by rotation. Simple arguments are given to recover the previously known Rényi EPIs and derive new ones, by unifying a multiplicative form with constant c and a modification with exponent [Formula: see text] of previous works. In particular, for log-concave densities, we obtain a simple transportation proof of a sharp varentropy bound. MDPI 2018-08-26 /pmc/articles/PMC7513165/ /pubmed/33265730 http://dx.doi.org/10.3390/e20090641 Text en © 2018 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Rioul, Olivier
Rényi Entropy Power Inequalities via Normal Transport and Rotation
title Rényi Entropy Power Inequalities via Normal Transport and Rotation
title_full Rényi Entropy Power Inequalities via Normal Transport and Rotation
title_fullStr Rényi Entropy Power Inequalities via Normal Transport and Rotation
title_full_unstemmed Rényi Entropy Power Inequalities via Normal Transport and Rotation
title_short Rényi Entropy Power Inequalities via Normal Transport and Rotation
title_sort rényi entropy power inequalities via normal transport and rotation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513165/
https://www.ncbi.nlm.nih.gov/pubmed/33265730
http://dx.doi.org/10.3390/e20090641
work_keys_str_mv AT rioulolivier renyientropypowerinequalitiesvianormaltransportandrotation