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Cumulative effects of triadic closure and homophily in social networks
Social network structure has often been attributed to two network evolution mechanisms—triadic closure and choice homophily—which are commonly considered independently or with static models. However, empirical studies suggest that their dynamic interplay generates the observed homophily of real-worl...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for the Advancement of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7209984/ https://www.ncbi.nlm.nih.gov/pubmed/32426484 http://dx.doi.org/10.1126/sciadv.aax7310 |
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author | Asikainen, Aili Iñiguez, Gerardo Ureña-Carrión, Javier Kaski, Kimmo Kivelä, Mikko |
author_facet | Asikainen, Aili Iñiguez, Gerardo Ureña-Carrión, Javier Kaski, Kimmo Kivelä, Mikko |
author_sort | Asikainen, Aili |
collection | PubMed |
description | Social network structure has often been attributed to two network evolution mechanisms—triadic closure and choice homophily—which are commonly considered independently or with static models. However, empirical studies suggest that their dynamic interplay generates the observed homophily of real-world social networks. By combining these mechanisms in a dynamic model, we confirm the longheld hypothesis that choice homophily and triadic closure cause induced homophily. We estimate how much observed homophily in friendship and communication networks is amplified due to triadic closure. We find that cumulative effects of homophily amplification can also lead to the widely documented core-periphery structure of networks, and to memory of homophilic constraints (equivalent to hysteresis in physics). The model shows that even small individual bias may prompt network-level changes such as segregation or core group dominance. Our results highlight that individual-level mechanisms should not be analyzed separately without considering the dynamics of society as a whole. |
format | Online Article Text |
id | pubmed-7209984 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-72099842020-05-18 Cumulative effects of triadic closure and homophily in social networks Asikainen, Aili Iñiguez, Gerardo Ureña-Carrión, Javier Kaski, Kimmo Kivelä, Mikko Sci Adv Research Articles Social network structure has often been attributed to two network evolution mechanisms—triadic closure and choice homophily—which are commonly considered independently or with static models. However, empirical studies suggest that their dynamic interplay generates the observed homophily of real-world social networks. By combining these mechanisms in a dynamic model, we confirm the longheld hypothesis that choice homophily and triadic closure cause induced homophily. We estimate how much observed homophily in friendship and communication networks is amplified due to triadic closure. We find that cumulative effects of homophily amplification can also lead to the widely documented core-periphery structure of networks, and to memory of homophilic constraints (equivalent to hysteresis in physics). The model shows that even small individual bias may prompt network-level changes such as segregation or core group dominance. Our results highlight that individual-level mechanisms should not be analyzed separately without considering the dynamics of society as a whole. American Association for the Advancement of Science 2020-05-08 /pmc/articles/PMC7209984/ /pubmed/32426484 http://dx.doi.org/10.1126/sciadv.aax7310 Text en Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). http://creativecommons.org/licenses/by-nc/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (http://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited. |
spellingShingle | Research Articles Asikainen, Aili Iñiguez, Gerardo Ureña-Carrión, Javier Kaski, Kimmo Kivelä, Mikko Cumulative effects of triadic closure and homophily in social networks |
title | Cumulative effects of triadic closure and homophily in social networks |
title_full | Cumulative effects of triadic closure and homophily in social networks |
title_fullStr | Cumulative effects of triadic closure and homophily in social networks |
title_full_unstemmed | Cumulative effects of triadic closure and homophily in social networks |
title_short | Cumulative effects of triadic closure and homophily in social networks |
title_sort | cumulative effects of triadic closure and homophily in social networks |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7209984/ https://www.ncbi.nlm.nih.gov/pubmed/32426484 http://dx.doi.org/10.1126/sciadv.aax7310 |
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