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Correlated Dynamics in Egocentric Communication Networks
We investigate the communication sequences of millions of people through two different channels and analyse the fine grained temporal structure of correlated event trains induced by single individuals. By focusing on correlations between the heterogeneous dynamics and the topology of egocentric netw...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3395632/ https://www.ncbi.nlm.nih.gov/pubmed/22866176 http://dx.doi.org/10.1371/journal.pone.0040612 |
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author | Karsai, Márton Kaski, Kimmo Kertész, János |
author_facet | Karsai, Márton Kaski, Kimmo Kertész, János |
author_sort | Karsai, Márton |
collection | PubMed |
description | We investigate the communication sequences of millions of people through two different channels and analyse the fine grained temporal structure of correlated event trains induced by single individuals. By focusing on correlations between the heterogeneous dynamics and the topology of egocentric networks we find that the bursty trains usually evolve for pairs of individuals rather than for the ego and his/her several neighbours, thus burstiness is a property of the links rather than of the nodes. We compare the directional balance of calls and short messages within bursty trains to the average on the actual link and show that for the trains of voice calls the imbalance is significantly enhanced, while for short messages the balance within the trains increases. These effects can be partly traced back to the technological constraints (for short messages) and partly to the human behavioural features (voice calls). We define a model that is able to reproduce the empirical results and may help us to understand better the mechanisms driving technology mediated human communication dynamics. |
format | Online Article Text |
id | pubmed-3395632 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-33956322012-08-03 Correlated Dynamics in Egocentric Communication Networks Karsai, Márton Kaski, Kimmo Kertész, János PLoS One Research Article We investigate the communication sequences of millions of people through two different channels and analyse the fine grained temporal structure of correlated event trains induced by single individuals. By focusing on correlations between the heterogeneous dynamics and the topology of egocentric networks we find that the bursty trains usually evolve for pairs of individuals rather than for the ego and his/her several neighbours, thus burstiness is a property of the links rather than of the nodes. We compare the directional balance of calls and short messages within bursty trains to the average on the actual link and show that for the trains of voice calls the imbalance is significantly enhanced, while for short messages the balance within the trains increases. These effects can be partly traced back to the technological constraints (for short messages) and partly to the human behavioural features (voice calls). We define a model that is able to reproduce the empirical results and may help us to understand better the mechanisms driving technology mediated human communication dynamics. Public Library of Science 2012-07-12 /pmc/articles/PMC3395632/ /pubmed/22866176 http://dx.doi.org/10.1371/journal.pone.0040612 Text en Karsai 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 Karsai, Márton Kaski, Kimmo Kertész, János Correlated Dynamics in Egocentric Communication Networks |
title | Correlated Dynamics in Egocentric Communication Networks |
title_full | Correlated Dynamics in Egocentric Communication Networks |
title_fullStr | Correlated Dynamics in Egocentric Communication Networks |
title_full_unstemmed | Correlated Dynamics in Egocentric Communication Networks |
title_short | Correlated Dynamics in Egocentric Communication Networks |
title_sort | correlated dynamics in egocentric communication networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3395632/ https://www.ncbi.nlm.nih.gov/pubmed/22866176 http://dx.doi.org/10.1371/journal.pone.0040612 |
work_keys_str_mv | AT karsaimarton correlateddynamicsinegocentriccommunicationnetworks AT kaskikimmo correlateddynamicsinegocentriccommunicationnetworks AT kerteszjanos correlateddynamicsinegocentriccommunicationnetworks |