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Coevolution of a multilayer node-aligned network whose layers represent different social relations

BACKGROUND: We examine the coevolution of three-layer node-aligned network of university students. The first layer is defined by nominations based on perceived prominence collected from repeated surveys during the first four semesters; the second is a behavioral layer representing actual students’ i...

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Autores principales: Bahulkar, Ashwin, Szymanski, Boleslaw K., Chan, Kevin, Lizardo, Omar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5732614/
https://www.ncbi.nlm.nih.gov/pubmed/29266135
http://dx.doi.org/10.1186/s40649-017-0047-1
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author Bahulkar, Ashwin
Szymanski, Boleslaw K.
Chan, Kevin
Lizardo, Omar
author_facet Bahulkar, Ashwin
Szymanski, Boleslaw K.
Chan, Kevin
Lizardo, Omar
author_sort Bahulkar, Ashwin
collection PubMed
description BACKGROUND: We examine the coevolution of three-layer node-aligned network of university students. The first layer is defined by nominations based on perceived prominence collected from repeated surveys during the first four semesters; the second is a behavioral layer representing actual students’ interactions based on records of mobile calls and text messages; while the third is a behavioral layer representing potential face-to-face interactions suggested by bluetooth collocations. METHODS: We address four interrelated questions. First, we ask whether the formation or dissolution of a link in one of the layers precedes or succeeds the formation or dissolution of the corresponding link in another layer (temporal dependencies). Second, we explore the causes of observed temporal dependencies between the layers. For those temporal dependencies that are confirmed, we measure the predictive capability of such dependencies. Third, we observe the progress towards nominations and the stages that lead to them. Finally, we examine whether the differences in dissolution rates of symmetric (undirected) versus asymmetric (directed) links co-exist in all layers. RESULTS: We find strong patterns of reciprocal temporal dependencies between the layers. In particular, the creation of an edge in either behavioral layer generally precedes the formation of a corresponding edge in the nomination layer. Conversely, the decay of a link in the nomination layer generally precedes a decline in the intensity of communication and collocation. Finally, nodes connected by asymmetric nomination edges have lower overall communication and collocation volumes and more asymmetric communication flows than the nodes linked by symmetric edges. CONCLUSION: We find that creation and dissolution of cognitively salient contacts have temporal dependencies with communication and collocation behavior.
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spelling pubmed-57326142017-12-18 Coevolution of a multilayer node-aligned network whose layers represent different social relations Bahulkar, Ashwin Szymanski, Boleslaw K. Chan, Kevin Lizardo, Omar Comput Soc Netw Research BACKGROUND: We examine the coevolution of three-layer node-aligned network of university students. The first layer is defined by nominations based on perceived prominence collected from repeated surveys during the first four semesters; the second is a behavioral layer representing actual students’ interactions based on records of mobile calls and text messages; while the third is a behavioral layer representing potential face-to-face interactions suggested by bluetooth collocations. METHODS: We address four interrelated questions. First, we ask whether the formation or dissolution of a link in one of the layers precedes or succeeds the formation or dissolution of the corresponding link in another layer (temporal dependencies). Second, we explore the causes of observed temporal dependencies between the layers. For those temporal dependencies that are confirmed, we measure the predictive capability of such dependencies. Third, we observe the progress towards nominations and the stages that lead to them. Finally, we examine whether the differences in dissolution rates of symmetric (undirected) versus asymmetric (directed) links co-exist in all layers. RESULTS: We find strong patterns of reciprocal temporal dependencies between the layers. In particular, the creation of an edge in either behavioral layer generally precedes the formation of a corresponding edge in the nomination layer. Conversely, the decay of a link in the nomination layer generally precedes a decline in the intensity of communication and collocation. Finally, nodes connected by asymmetric nomination edges have lower overall communication and collocation volumes and more asymmetric communication flows than the nodes linked by symmetric edges. CONCLUSION: We find that creation and dissolution of cognitively salient contacts have temporal dependencies with communication and collocation behavior. Springer International Publishing 2017-11-06 2017 /pmc/articles/PMC5732614/ /pubmed/29266135 http://dx.doi.org/10.1186/s40649-017-0047-1 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Research
Bahulkar, Ashwin
Szymanski, Boleslaw K.
Chan, Kevin
Lizardo, Omar
Coevolution of a multilayer node-aligned network whose layers represent different social relations
title Coevolution of a multilayer node-aligned network whose layers represent different social relations
title_full Coevolution of a multilayer node-aligned network whose layers represent different social relations
title_fullStr Coevolution of a multilayer node-aligned network whose layers represent different social relations
title_full_unstemmed Coevolution of a multilayer node-aligned network whose layers represent different social relations
title_short Coevolution of a multilayer node-aligned network whose layers represent different social relations
title_sort coevolution of a multilayer node-aligned network whose layers represent different social relations
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5732614/
https://www.ncbi.nlm.nih.gov/pubmed/29266135
http://dx.doi.org/10.1186/s40649-017-0047-1
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