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Information Inequalities via Submodularity and a Problem in Extremal Graph Theory

The present paper offers, in its first part, a unified approach for the derivation of families of inequalities for set functions which satisfy sub/supermodularity properties. It applies this approach for the derivation of information inequalities with Shannon information measures. Connections of the...

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Detalles Bibliográficos
Autor principal: Sason, Igal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9141907/
https://www.ncbi.nlm.nih.gov/pubmed/35626483
http://dx.doi.org/10.3390/e24050597
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author Sason, Igal
author_facet Sason, Igal
author_sort Sason, Igal
collection PubMed
description The present paper offers, in its first part, a unified approach for the derivation of families of inequalities for set functions which satisfy sub/supermodularity properties. It applies this approach for the derivation of information inequalities with Shannon information measures. Connections of the considered approach to a generalized version of Shearer’s lemma, and other related results in the literature are considered. Some of the derived information inequalities are new, and also known results (such as a generalized version of Han’s inequality) are reproduced in a simple and unified way. In its second part, this paper applies the generalized Han’s inequality to analyze a problem in extremal graph theory. This problem is motivated and analyzed from the perspective of information theory, and the analysis leads to generalized and refined bounds. The two parts of this paper are meant to be independently accessible to the reader.
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spelling pubmed-91419072022-05-28 Information Inequalities via Submodularity and a Problem in Extremal Graph Theory Sason, Igal Entropy (Basel) Article The present paper offers, in its first part, a unified approach for the derivation of families of inequalities for set functions which satisfy sub/supermodularity properties. It applies this approach for the derivation of information inequalities with Shannon information measures. Connections of the considered approach to a generalized version of Shearer’s lemma, and other related results in the literature are considered. Some of the derived information inequalities are new, and also known results (such as a generalized version of Han’s inequality) are reproduced in a simple and unified way. In its second part, this paper applies the generalized Han’s inequality to analyze a problem in extremal graph theory. This problem is motivated and analyzed from the perspective of information theory, and the analysis leads to generalized and refined bounds. The two parts of this paper are meant to be independently accessible to the reader. MDPI 2022-04-25 /pmc/articles/PMC9141907/ /pubmed/35626483 http://dx.doi.org/10.3390/e24050597 Text en © 2022 by the author. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Sason, Igal
Information Inequalities via Submodularity and a Problem in Extremal Graph Theory
title Information Inequalities via Submodularity and a Problem in Extremal Graph Theory
title_full Information Inequalities via Submodularity and a Problem in Extremal Graph Theory
title_fullStr Information Inequalities via Submodularity and a Problem in Extremal Graph Theory
title_full_unstemmed Information Inequalities via Submodularity and a Problem in Extremal Graph Theory
title_short Information Inequalities via Submodularity and a Problem in Extremal Graph Theory
title_sort information inequalities via submodularity and a problem in extremal graph theory
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9141907/
https://www.ncbi.nlm.nih.gov/pubmed/35626483
http://dx.doi.org/10.3390/e24050597
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