Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities

Autores
Barraza, Fernando; Ramírez, Carlos; Fernández, Alejandro
Año de publicación
2023
Idioma
inglés
Tipo de recurso
documento de conferencia
Estado
versión publicada
Descripción
Pluralistic homophily is an important phenomenon in social network analysis as nodes tend to associate with others that share their same communities. In this work, we present the concept of local pluralistic homophily of a node in a network, along with a method to measure it. It is based on the assortativity index proposed by other authors. We analyze the distribution of local pluralistic homophily in different networks using publicly available datasets. We identify patterns of behavior of the proposed measure that relate to various structural and topological characteristics of a network. These findings are significant because they help better understand how pluralistic homophily affects communities. Furthermore, our results suggest possible applications of local pluralistic homophily in future research.
Materia
Ciencias de la Computación e Información
Local Pluralistic Homophily
Networks
Communities
Nivel de accesibilidad
acceso abierto
Condiciones de uso
http://creativecommons.org/licenses/by-nc-sa/4.0/
Repositorio
CIC Digital (CICBA)
Institución
Comisión de Investigaciones Científicas de la Provincia de Buenos Aires
OAI Identificador
oai:digital.cic.gba.gob.ar:11746/12095

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spelling Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping CommunitiesBarraza, FernandoRamírez, CarlosFernández, AlejandroCiencias de la Computación e InformaciónLocal Pluralistic HomophilyNetworksCommunitiesPluralistic homophily is an important phenomenon in social network analysis as nodes tend to associate with others that share their same communities. In this work, we present the concept of local pluralistic homophily of a node in a network, along with a method to measure it. It is based on the assortativity index proposed by other authors. We analyze the distribution of local pluralistic homophily in different networks using publicly available datasets. We identify patterns of behavior of the proposed measure that relate to various structural and topological characteristics of a network. These findings are significant because they help better understand how pluralistic homophily affects communities. Furthermore, our results suggest possible applications of local pluralistic homophily in future research.2023-06info:eu-repo/semantics/conferenceObjectinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_5794info:ar-repo/semantics/documentoDeConferenciaapplication/pdfhttps://digital.cic.gba.gob.ar/handle/11746/12095enginfo:eu-repo/semantics/altIdentifier/doi/10.1007/978-3-031-40942-4_6info:eu-repo/semantics/altIdentifier/isbn/978-3-031-40942-4info:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-sa/4.0/reponame:CIC Digital (CICBA)instname:Comisión de Investigaciones Científicas de la Provincia de Buenos Airesinstacron:CICBA2025-10-23T11:14:19Zoai:digital.cic.gba.gob.ar:11746/12095Institucionalhttp://digital.cic.gba.gob.arOrganismo científico-tecnológicoNo correspondehttp://digital.cic.gba.gob.ar/oai/snrdmarisa.degiusti@sedici.unlp.edu.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:94412025-10-23 11:14:19.727CIC Digital (CICBA) - Comisión de Investigaciones Científicas de la Provincia de Buenos Airesfalse
dc.title.none.fl_str_mv Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities
title Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities
spellingShingle Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities
Barraza, Fernando
Ciencias de la Computación e Información
Local Pluralistic Homophily
Networks
Communities
title_short Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities
title_full Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities
title_fullStr Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities
title_full_unstemmed Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities
title_sort Local Pluralistic Homophily in Networks: A New Measure Based on Overlapping Communities
dc.creator.none.fl_str_mv Barraza, Fernando
Ramírez, Carlos
Fernández, Alejandro
author Barraza, Fernando
author_facet Barraza, Fernando
Ramírez, Carlos
Fernández, Alejandro
author_role author
author2 Ramírez, Carlos
Fernández, Alejandro
author2_role author
author
dc.subject.none.fl_str_mv Ciencias de la Computación e Información
Local Pluralistic Homophily
Networks
Communities
topic Ciencias de la Computación e Información
Local Pluralistic Homophily
Networks
Communities
dc.description.none.fl_txt_mv Pluralistic homophily is an important phenomenon in social network analysis as nodes tend to associate with others that share their same communities. In this work, we present the concept of local pluralistic homophily of a node in a network, along with a method to measure it. It is based on the assortativity index proposed by other authors. We analyze the distribution of local pluralistic homophily in different networks using publicly available datasets. We identify patterns of behavior of the proposed measure that relate to various structural and topological characteristics of a network. These findings are significant because they help better understand how pluralistic homophily affects communities. Furthermore, our results suggest possible applications of local pluralistic homophily in future research.
description Pluralistic homophily is an important phenomenon in social network analysis as nodes tend to associate with others that share their same communities. In this work, we present the concept of local pluralistic homophily of a node in a network, along with a method to measure it. It is based on the assortativity index proposed by other authors. We analyze the distribution of local pluralistic homophily in different networks using publicly available datasets. We identify patterns of behavior of the proposed measure that relate to various structural and topological characteristics of a network. These findings are significant because they help better understand how pluralistic homophily affects communities. Furthermore, our results suggest possible applications of local pluralistic homophily in future research.
publishDate 2023
dc.date.none.fl_str_mv 2023-06
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language eng
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