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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8392646 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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