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Time varying networks and the weakness of strong ties
In most social and information systems the activity of agents generates rapidly evolving time-varying networks. The temporal variation in networks' connectivity patterns and the ongoing dynamic processes are usually coupled in ways that still challenge our mathematical or computational modellin...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3918922/ https://www.ncbi.nlm.nih.gov/pubmed/24510159 http://dx.doi.org/10.1038/srep04001 |
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author | Karsai, Márton Perra, Nicola Vespignani, Alessandro |
author_facet | Karsai, Márton Perra, Nicola Vespignani, Alessandro |
author_sort | Karsai, Márton |
collection | PubMed |
description | In most social and information systems the activity of agents generates rapidly evolving time-varying networks. The temporal variation in networks' connectivity patterns and the ongoing dynamic processes are usually coupled in ways that still challenge our mathematical or computational modelling. Here we analyse a mobile call dataset and find a simple statistical law that characterize the temporal evolution of users' egocentric networks. We encode this observation in a reinforcement process defining a time-varying network model that exhibits the emergence of strong and weak ties. We study the effect of time-varying and heterogeneous interactions on the classic rumour spreading model in both synthetic, and real-world networks. We observe that strong ties severely inhibit information diffusion by confining the spreading process among agents with recurrent communication patterns. This provides the counterintuitive evidence that strong ties may have a negative role in the spreading of information across networks. |
format | Online Article Text |
id | pubmed-3918922 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-39189222014-02-10 Time varying networks and the weakness of strong ties Karsai, Márton Perra, Nicola Vespignani, Alessandro Sci Rep Article In most social and information systems the activity of agents generates rapidly evolving time-varying networks. The temporal variation in networks' connectivity patterns and the ongoing dynamic processes are usually coupled in ways that still challenge our mathematical or computational modelling. Here we analyse a mobile call dataset and find a simple statistical law that characterize the temporal evolution of users' egocentric networks. We encode this observation in a reinforcement process defining a time-varying network model that exhibits the emergence of strong and weak ties. We study the effect of time-varying and heterogeneous interactions on the classic rumour spreading model in both synthetic, and real-world networks. We observe that strong ties severely inhibit information diffusion by confining the spreading process among agents with recurrent communication patterns. This provides the counterintuitive evidence that strong ties may have a negative role in the spreading of information across networks. Nature Publishing Group 2014-02-10 /pmc/articles/PMC3918922/ /pubmed/24510159 http://dx.doi.org/10.1038/srep04001 Text en Copyright © 2014, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-sa/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/3.0/ |
spellingShingle | Article Karsai, Márton Perra, Nicola Vespignani, Alessandro Time varying networks and the weakness of strong ties |
title | Time varying networks and the weakness of strong ties |
title_full | Time varying networks and the weakness of strong ties |
title_fullStr | Time varying networks and the weakness of strong ties |
title_full_unstemmed | Time varying networks and the weakness of strong ties |
title_short | Time varying networks and the weakness of strong ties |
title_sort | time varying networks and the weakness of strong ties |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3918922/ https://www.ncbi.nlm.nih.gov/pubmed/24510159 http://dx.doi.org/10.1038/srep04001 |
work_keys_str_mv | AT karsaimarton timevaryingnetworksandtheweaknessofstrongties AT perranicola timevaryingnetworksandtheweaknessofstrongties AT vespignanialessandro timevaryingnetworksandtheweaknessofstrongties |