Cargando…

Dynamics of social network emergence explain network evolution

Networked systems emerge and subsequently evolve. Although several models describe the process of network evolution, researchers know far less about the initial process of network emergence. Here, we report temporal survey results of a real-world social network starting from its point of inception....

Descripción completa

Detalles Bibliográficos
Autores principales: Pomeroy, Caleb, Bond, Robert M., Mucha, Peter J., Cranmer, Skyler J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7736284/
https://www.ncbi.nlm.nih.gov/pubmed/33318501
http://dx.doi.org/10.1038/s41598-020-78224-2
_version_ 1783622767921332224
author Pomeroy, Caleb
Bond, Robert M.
Mucha, Peter J.
Cranmer, Skyler J.
author_facet Pomeroy, Caleb
Bond, Robert M.
Mucha, Peter J.
Cranmer, Skyler J.
author_sort Pomeroy, Caleb
collection PubMed
description Networked systems emerge and subsequently evolve. Although several models describe the process of network evolution, researchers know far less about the initial process of network emergence. Here, we report temporal survey results of a real-world social network starting from its point of inception. We find that individuals’ ties undergo an initial cycle of rapid expansion and contraction. This process helps to explain the eventual interactions and working structure in the network (in this case, scientific collaboration). We propose a stylized concept and model of “churn” to describe the process of network emergence and stabilization. Our empirical and simulation results suggest that these network emergence dynamics may be instrumental for explaining network details, as well as behavioral outcomes at later time periods.
format Online
Article
Text
id pubmed-7736284
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-77362842020-12-15 Dynamics of social network emergence explain network evolution Pomeroy, Caleb Bond, Robert M. Mucha, Peter J. Cranmer, Skyler J. Sci Rep Article Networked systems emerge and subsequently evolve. Although several models describe the process of network evolution, researchers know far less about the initial process of network emergence. Here, we report temporal survey results of a real-world social network starting from its point of inception. We find that individuals’ ties undergo an initial cycle of rapid expansion and contraction. This process helps to explain the eventual interactions and working structure in the network (in this case, scientific collaboration). We propose a stylized concept and model of “churn” to describe the process of network emergence and stabilization. Our empirical and simulation results suggest that these network emergence dynamics may be instrumental for explaining network details, as well as behavioral outcomes at later time periods. Nature Publishing Group UK 2020-12-14 /pmc/articles/PMC7736284/ /pubmed/33318501 http://dx.doi.org/10.1038/s41598-020-78224-2 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Pomeroy, Caleb
Bond, Robert M.
Mucha, Peter J.
Cranmer, Skyler J.
Dynamics of social network emergence explain network evolution
title Dynamics of social network emergence explain network evolution
title_full Dynamics of social network emergence explain network evolution
title_fullStr Dynamics of social network emergence explain network evolution
title_full_unstemmed Dynamics of social network emergence explain network evolution
title_short Dynamics of social network emergence explain network evolution
title_sort dynamics of social network emergence explain network evolution
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7736284/
https://www.ncbi.nlm.nih.gov/pubmed/33318501
http://dx.doi.org/10.1038/s41598-020-78224-2
work_keys_str_mv AT pomeroycaleb dynamicsofsocialnetworkemergenceexplainnetworkevolution
AT bondrobertm dynamicsofsocialnetworkemergenceexplainnetworkevolution
AT muchapeterj dynamicsofsocialnetworkemergenceexplainnetworkevolution
AT cranmerskylerj dynamicsofsocialnetworkemergenceexplainnetworkevolution