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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9141907 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT sasonigal informationinequalitiesviasubmodularityandaprobleminextremalgraphtheory |