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Distinctiveness centrality in social networks
The determination of node centrality is a fundamental topic in social network studies. As an addition to established metrics, which identify central nodes based on their brokerage power, the number and weight of their connections, and the ability to quickly reach all other nodes, we introduce five n...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7244137/ https://www.ncbi.nlm.nih.gov/pubmed/32442196 http://dx.doi.org/10.1371/journal.pone.0233276 |
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author | Fronzetti Colladon, Andrea Naldi, Maurizio |
author_facet | Fronzetti Colladon, Andrea Naldi, Maurizio |
author_sort | Fronzetti Colladon, Andrea |
collection | PubMed |
description | The determination of node centrality is a fundamental topic in social network studies. As an addition to established metrics, which identify central nodes based on their brokerage power, the number and weight of their connections, and the ability to quickly reach all other nodes, we introduce five new measures of Distinctiveness Centrality. These new metrics attribute a higher score to nodes keeping a connection with the network periphery. They penalize links to highly-connected nodes and serve the identification of social actors with more distinctive network ties. We discuss some possible applications and properties of these newly introduced metrics, such as their upper and lower bounds. Distinctiveness centrality provides a viewpoint of centrality alternative to that of established metrics. |
format | Online Article Text |
id | pubmed-7244137 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-72441372020-06-03 Distinctiveness centrality in social networks Fronzetti Colladon, Andrea Naldi, Maurizio PLoS One Research Article The determination of node centrality is a fundamental topic in social network studies. As an addition to established metrics, which identify central nodes based on their brokerage power, the number and weight of their connections, and the ability to quickly reach all other nodes, we introduce five new measures of Distinctiveness Centrality. These new metrics attribute a higher score to nodes keeping a connection with the network periphery. They penalize links to highly-connected nodes and serve the identification of social actors with more distinctive network ties. We discuss some possible applications and properties of these newly introduced metrics, such as their upper and lower bounds. Distinctiveness centrality provides a viewpoint of centrality alternative to that of established metrics. Public Library of Science 2020-05-22 /pmc/articles/PMC7244137/ /pubmed/32442196 http://dx.doi.org/10.1371/journal.pone.0233276 Text en © 2020 Fronzetti Colladon, Naldi http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Fronzetti Colladon, Andrea Naldi, Maurizio Distinctiveness centrality in social networks |
title | Distinctiveness centrality in social networks |
title_full | Distinctiveness centrality in social networks |
title_fullStr | Distinctiveness centrality in social networks |
title_full_unstemmed | Distinctiveness centrality in social networks |
title_short | Distinctiveness centrality in social networks |
title_sort | distinctiveness centrality in social networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7244137/ https://www.ncbi.nlm.nih.gov/pubmed/32442196 http://dx.doi.org/10.1371/journal.pone.0233276 |
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