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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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 |
work_keys_str_mv |
AT igalsason ageneralizedinformationtheoreticapproachforboundingthenumberofindependentsetsinbipartitegraphs AT igalsason generalizedinformationtheoreticapproachforboundingthenumberofindependentsetsinbipartitegraphs |
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