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Group Definition Based on Flow in Community Detection
Community detection problems are one of the hottest disciplines in social network analysis. Nevertheless, most of the related algorithms are specific for non-directed networks, or are based on a density concept of group. In this paper, we deal with a new concept of community for directed networks th...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274715/ http://dx.doi.org/10.1007/978-3-030-50153-2_39 |
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author | Barroso, María Gutiérrez, Inmaculada Gómez, Daniel Castro, Javier Espínola, Rosa |
author_facet | Barroso, María Gutiérrez, Inmaculada Gómez, Daniel Castro, Javier Espínola, Rosa |
author_sort | Barroso, María |
collection | PubMed |
description | Community detection problems are one of the hottest disciplines in social network analysis. Nevertheless, most of the related algorithms are specific for non-directed networks, or are based on a density concept of group. In this paper, we deal with a new concept of community for directed networks that is based on the classical flow concept. A community is strong and cohesive if their members can communicate among them. With the aim of dealing with the identification of this new class of groups, in this work, we propose the use of fuzzy measures to represent the flow capacity of a group. We also provide a competitive community detection algorithm that focus on the identification of these new class of flow-based community. |
format | Online Article Text |
id | pubmed-7274715 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-72747152020-06-08 Group Definition Based on Flow in Community Detection Barroso, María Gutiérrez, Inmaculada Gómez, Daniel Castro, Javier Espínola, Rosa Information Processing and Management of Uncertainty in Knowledge-Based Systems Article Community detection problems are one of the hottest disciplines in social network analysis. Nevertheless, most of the related algorithms are specific for non-directed networks, or are based on a density concept of group. In this paper, we deal with a new concept of community for directed networks that is based on the classical flow concept. A community is strong and cohesive if their members can communicate among them. With the aim of dealing with the identification of this new class of groups, in this work, we propose the use of fuzzy measures to represent the flow capacity of a group. We also provide a competitive community detection algorithm that focus on the identification of these new class of flow-based community. 2020-05-16 /pmc/articles/PMC7274715/ http://dx.doi.org/10.1007/978-3-030-50153-2_39 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Barroso, María Gutiérrez, Inmaculada Gómez, Daniel Castro, Javier Espínola, Rosa Group Definition Based on Flow in Community Detection |
title | Group Definition Based on Flow in Community Detection |
title_full | Group Definition Based on Flow in Community Detection |
title_fullStr | Group Definition Based on Flow in Community Detection |
title_full_unstemmed | Group Definition Based on Flow in Community Detection |
title_short | Group Definition Based on Flow in Community Detection |
title_sort | group definition based on flow in community detection |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274715/ http://dx.doi.org/10.1007/978-3-030-50153-2_39 |
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