A Generalized Information-Theoretic Approach for Bounding the Number of Independent Sets in Bipartite Graphs

This paper studies the problem of upper bounding the number of independent sets in a graph, expressed in terms of its degree distribution. For bipartite regular graphs, Kahn (2001) established a tight upper bound using an information-theoretic approach, and he also conjectured an upper bound for gen...

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Main Author: Igal Sason
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/23/3/270
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spelling doaj-16c17b56bd2d45a6ad94ec9237f7aca62021-02-26T00:01:24ZengMDPI AGEntropy1099-43002021-02-012327027010.3390/e23030270A Generalized Information-Theoretic Approach for Bounding the Number of Independent Sets in Bipartite GraphsIgal Sason0Department of Electrical Engineering, Technion—Israel Institute of Technology, Haifa 3200003, IsraelThis paper studies the problem of upper bounding the number of independent sets in a graph, expressed in terms of its degree distribution. For bipartite regular graphs, Kahn (2001) established a tight upper bound using an information-theoretic approach, and he also conjectured an upper bound for general graphs. His conjectured bound was recently proved by Sah et al. (2019), using different techniques not involving information theory. The main contribution of this work is the extension of Kahn’s information-theoretic proof technique to handle irregular bipartite graphs. In particular, when the bipartite graph is regular on one side, but may be irregular on the other, the extended entropy-based proof technique yields the same bound as was conjectured by Kahn (2001) and proved by Sah et al. (2019).https://www.mdpi.com/1099-4300/23/3/270Shannon entropyShearer’s lemmacountingindependent setsgraphs.
collection DOAJ
language English
format Article
sources DOAJ
author Igal Sason
spellingShingle Igal Sason
A Generalized Information-Theoretic Approach for Bounding the Number of Independent Sets in Bipartite Graphs
Entropy
Shannon entropy
Shearer’s lemma
counting
independent sets
graphs.
author_facet Igal Sason
author_sort Igal Sason
title A Generalized Information-Theoretic Approach for Bounding the Number of Independent Sets in Bipartite Graphs
title_short A Generalized Information-Theoretic Approach for Bounding the Number of Independent Sets in Bipartite Graphs
title_full A Generalized Information-Theoretic Approach for Bounding the Number of Independent Sets in Bipartite Graphs
title_fullStr A Generalized Information-Theoretic Approach for Bounding the Number of Independent Sets in Bipartite Graphs
title_full_unstemmed A Generalized Information-Theoretic Approach for Bounding the Number of Independent Sets in Bipartite Graphs
title_sort generalized information-theoretic approach for bounding the number of independent sets in bipartite graphs
publisher MDPI AG
series Entropy
issn 1099-4300
publishDate 2021-02-01
description This paper studies the problem of upper bounding the number of independent sets in a graph, expressed in terms of its degree distribution. For bipartite regular graphs, Kahn (2001) established a tight upper bound using an information-theoretic approach, and he also conjectured an upper bound for general graphs. His conjectured bound was recently proved by Sah et al. (2019), using different techniques not involving information theory. The main contribution of this work is the extension of Kahn’s information-theoretic proof technique to handle irregular bipartite graphs. In particular, when the bipartite graph is regular on one side, but may be irregular on the other, the extended entropy-based proof technique yields the same bound as was conjectured by Kahn (2001) and proved by Sah et al. (2019).
topic Shannon entropy
Shearer’s lemma
counting
independent sets
graphs.
url https://www.mdpi.com/1099-4300/23/3/270
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