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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...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2018
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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 |
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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 |