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Normalized Sombor Indices as Complexity Measures of Random Networks

We perform a detailed computational study of the recently introduced Sombor indices on random networks. Specifically, we apply Sombor indices on three models of random networks: Erdös-Rényi networks, random geometric graphs, and bipartite random networks. Within a statistical random matrix theory ap...

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Autores principales: Aguilar-Sánchez, R., Méndez-Bermúdez, J. A., Rodríguez, José M., Sigarreta, José M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8392646/
https://www.ncbi.nlm.nih.gov/pubmed/34441116
http://dx.doi.org/10.3390/e23080976
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author Aguilar-Sánchez, R.
Méndez-Bermúdez, J. A.
Rodríguez, José M.
Sigarreta, José M.
author_facet Aguilar-Sánchez, R.
Méndez-Bermúdez, J. A.
Rodríguez, José M.
Sigarreta, José M.
author_sort Aguilar-Sánchez, R.
collection PubMed
description We perform a detailed computational study of the recently introduced Sombor indices on random networks. Specifically, we apply Sombor indices on three models of random networks: Erdös-Rényi networks, random geometric graphs, and bipartite random networks. Within a statistical random matrix theory approach, we show that the average values of Sombor indices, normalized to the order of the network, scale with the average degree. Moreover, we discuss the application of average Sombor indices as complexity measures of random networks and, as a consequence, we show that selected normalized Sombor indices are highly correlated with the Shannon entropy of the eigenvectors of the adjacency matrix.
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spelling pubmed-83926462021-08-28 Normalized Sombor Indices as Complexity Measures of Random Networks Aguilar-Sánchez, R. Méndez-Bermúdez, J. A. Rodríguez, José M. Sigarreta, José M. Entropy (Basel) Article We perform a detailed computational study of the recently introduced Sombor indices on random networks. Specifically, we apply Sombor indices on three models of random networks: Erdös-Rényi networks, random geometric graphs, and bipartite random networks. Within a statistical random matrix theory approach, we show that the average values of Sombor indices, normalized to the order of the network, scale with the average degree. Moreover, we discuss the application of average Sombor indices as complexity measures of random networks and, as a consequence, we show that selected normalized Sombor indices are highly correlated with the Shannon entropy of the eigenvectors of the adjacency matrix. MDPI 2021-07-29 /pmc/articles/PMC8392646/ /pubmed/34441116 http://dx.doi.org/10.3390/e23080976 Text en © 2021 by the authors. 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
Aguilar-Sánchez, R.
Méndez-Bermúdez, J. A.
Rodríguez, José M.
Sigarreta, José M.
Normalized Sombor Indices as Complexity Measures of Random Networks
title Normalized Sombor Indices as Complexity Measures of Random Networks
title_full Normalized Sombor Indices as Complexity Measures of Random Networks
title_fullStr Normalized Sombor Indices as Complexity Measures of Random Networks
title_full_unstemmed Normalized Sombor Indices as Complexity Measures of Random Networks
title_short Normalized Sombor Indices as Complexity Measures of Random Networks
title_sort normalized sombor indices as complexity measures of random networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8392646/
https://www.ncbi.nlm.nih.gov/pubmed/34441116
http://dx.doi.org/10.3390/e23080976
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