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Modeling the Role of Relationship Fading and Breakup in Social Network Formation

In social networks of human individuals, social relationships do not necessarily last forever as they can either fade gradually with time, resulting in “link aging,” or terminate abruptly, causing “link deletion,” as even old friendships may cease. In this paper, we study a social network formation...

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Autores principales: Murase, Yohsuke, Jo, Hang-Hyun, Török, János, Kertész, János, Kaski, Kimmo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4503738/
https://www.ncbi.nlm.nih.gov/pubmed/26176224
http://dx.doi.org/10.1371/journal.pone.0133005
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author Murase, Yohsuke
Jo, Hang-Hyun
Török, János
Kertész, János
Kaski, Kimmo
author_facet Murase, Yohsuke
Jo, Hang-Hyun
Török, János
Kertész, János
Kaski, Kimmo
author_sort Murase, Yohsuke
collection PubMed
description In social networks of human individuals, social relationships do not necessarily last forever as they can either fade gradually with time, resulting in “link aging,” or terminate abruptly, causing “link deletion,” as even old friendships may cease. In this paper, we study a social network formation model where we introduce several ways by which a link termination takes place. If we adopt the link aging, we get a more modular structure with more homogeneously distributed link weights within communities than when link deletion is used. By investigating distributions and relations of various network characteristics, we find that the empirical findings are better reproduced with the link deletion model. This indicates that link deletion plays a more prominent role in organizing social networks than link aging.
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spelling pubmed-45037382015-07-17 Modeling the Role of Relationship Fading and Breakup in Social Network Formation Murase, Yohsuke Jo, Hang-Hyun Török, János Kertész, János Kaski, Kimmo PLoS One Research Article In social networks of human individuals, social relationships do not necessarily last forever as they can either fade gradually with time, resulting in “link aging,” or terminate abruptly, causing “link deletion,” as even old friendships may cease. In this paper, we study a social network formation model where we introduce several ways by which a link termination takes place. If we adopt the link aging, we get a more modular structure with more homogeneously distributed link weights within communities than when link deletion is used. By investigating distributions and relations of various network characteristics, we find that the empirical findings are better reproduced with the link deletion model. This indicates that link deletion plays a more prominent role in organizing social networks than link aging. Public Library of Science 2015-07-15 /pmc/articles/PMC4503738/ /pubmed/26176224 http://dx.doi.org/10.1371/journal.pone.0133005 Text en © 2015 Murase et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Murase, Yohsuke
Jo, Hang-Hyun
Török, János
Kertész, János
Kaski, Kimmo
Modeling the Role of Relationship Fading and Breakup in Social Network Formation
title Modeling the Role of Relationship Fading and Breakup in Social Network Formation
title_full Modeling the Role of Relationship Fading and Breakup in Social Network Formation
title_fullStr Modeling the Role of Relationship Fading and Breakup in Social Network Formation
title_full_unstemmed Modeling the Role of Relationship Fading and Breakup in Social Network Formation
title_short Modeling the Role of Relationship Fading and Breakup in Social Network Formation
title_sort modeling the role of relationship fading and breakup in social network formation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4503738/
https://www.ncbi.nlm.nih.gov/pubmed/26176224
http://dx.doi.org/10.1371/journal.pone.0133005
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