Cargando…
Overlapping communities detection through weighted graph community games
We propose a new model to detect the overlapping communities of a network that is based on cooperative games and mathematical programming. More specifically, communities are defined as stable coalitions of a weighted graph community game and they are revealed as the optimal solution of a mixed-integ...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10072486/ https://www.ncbi.nlm.nih.gov/pubmed/37014883 http://dx.doi.org/10.1371/journal.pone.0283857 |
_version_ | 1785019393958215680 |
---|---|
author | Benati, Stefano Puerto, Justo Rodríguez-Chía, Antonio M. Temprano, Francisco |
author_facet | Benati, Stefano Puerto, Justo Rodríguez-Chía, Antonio M. Temprano, Francisco |
author_sort | Benati, Stefano |
collection | PubMed |
description | We propose a new model to detect the overlapping communities of a network that is based on cooperative games and mathematical programming. More specifically, communities are defined as stable coalitions of a weighted graph community game and they are revealed as the optimal solution of a mixed-integer linear programming problem. Exact optimal solutions are obtained for small and medium sized instances and it is shown that they provide useful information about the network structure, improving on previous contributions. Next, a heuristic algorithm is developed to solve the largest instances and used to compare two variations of the objective function. |
format | Online Article Text |
id | pubmed-10072486 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-100724862023-04-05 Overlapping communities detection through weighted graph community games Benati, Stefano Puerto, Justo Rodríguez-Chía, Antonio M. Temprano, Francisco PLoS One Research Article We propose a new model to detect the overlapping communities of a network that is based on cooperative games and mathematical programming. More specifically, communities are defined as stable coalitions of a weighted graph community game and they are revealed as the optimal solution of a mixed-integer linear programming problem. Exact optimal solutions are obtained for small and medium sized instances and it is shown that they provide useful information about the network structure, improving on previous contributions. Next, a heuristic algorithm is developed to solve the largest instances and used to compare two variations of the objective function. Public Library of Science 2023-04-04 /pmc/articles/PMC10072486/ /pubmed/37014883 http://dx.doi.org/10.1371/journal.pone.0283857 Text en © 2023 Benati et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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 Benati, Stefano Puerto, Justo Rodríguez-Chía, Antonio M. Temprano, Francisco Overlapping communities detection through weighted graph community games |
title | Overlapping communities detection through weighted graph community games |
title_full | Overlapping communities detection through weighted graph community games |
title_fullStr | Overlapping communities detection through weighted graph community games |
title_full_unstemmed | Overlapping communities detection through weighted graph community games |
title_short | Overlapping communities detection through weighted graph community games |
title_sort | overlapping communities detection through weighted graph community games |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10072486/ https://www.ncbi.nlm.nih.gov/pubmed/37014883 http://dx.doi.org/10.1371/journal.pone.0283857 |
work_keys_str_mv | AT benatistefano overlappingcommunitiesdetectionthroughweightedgraphcommunitygames AT puertojusto overlappingcommunitiesdetectionthroughweightedgraphcommunitygames AT rodriguezchiaantoniom overlappingcommunitiesdetectionthroughweightedgraphcommunitygames AT tempranofrancisco overlappingcommunitiesdetectionthroughweightedgraphcommunitygames |