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Relevance of temporal cores for epidemic spread in temporal networks

Temporal networks are widely used to represent a vast diversity of systems, including in particular social interactions, and the spreading processes unfolding on top of them. The identification of structures playing important roles in such processes remains largely an open question, despite recent p...

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Autores principales: Ciaperoni, Martino, Galimberti, Edoardo, Bonchi, Francesco, Cattuto, Ciro, Gullo, Francesco, Barrat, Alain
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7385111/
https://www.ncbi.nlm.nih.gov/pubmed/32719352
http://dx.doi.org/10.1038/s41598-020-69464-3
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author Ciaperoni, Martino
Galimberti, Edoardo
Bonchi, Francesco
Cattuto, Ciro
Gullo, Francesco
Barrat, Alain
author_facet Ciaperoni, Martino
Galimberti, Edoardo
Bonchi, Francesco
Cattuto, Ciro
Gullo, Francesco
Barrat, Alain
author_sort Ciaperoni, Martino
collection PubMed
description Temporal networks are widely used to represent a vast diversity of systems, including in particular social interactions, and the spreading processes unfolding on top of them. The identification of structures playing important roles in such processes remains largely an open question, despite recent progresses in the case of static networks. Here, we consider as candidate structures the recently introduced concept of span-cores: the span-cores decompose a temporal network into subgraphs of controlled duration and increasing connectivity, generalizing the core-decomposition of static graphs. To assess the relevance of such structures, we explore the effectiveness of strategies aimed either at containing or maximizing the impact of a spread, based respectively on removing span-cores of high cohesiveness or duration to decrease the epidemic risk, or on seeding the process from such structures. The effectiveness of such strategies is assessed in a variety of empirical data sets and compared to baselines that use only static information on the centrality of nodes and static concepts of coreness, as well as to a baseline based on a temporal centrality measure. Our results show that the most stable and cohesive temporal cores play indeed an important role in epidemic processes on temporal networks, and that their nodes are likely to include influential spreaders.
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spelling pubmed-73851112020-07-28 Relevance of temporal cores for epidemic spread in temporal networks Ciaperoni, Martino Galimberti, Edoardo Bonchi, Francesco Cattuto, Ciro Gullo, Francesco Barrat, Alain Sci Rep Article Temporal networks are widely used to represent a vast diversity of systems, including in particular social interactions, and the spreading processes unfolding on top of them. The identification of structures playing important roles in such processes remains largely an open question, despite recent progresses in the case of static networks. Here, we consider as candidate structures the recently introduced concept of span-cores: the span-cores decompose a temporal network into subgraphs of controlled duration and increasing connectivity, generalizing the core-decomposition of static graphs. To assess the relevance of such structures, we explore the effectiveness of strategies aimed either at containing or maximizing the impact of a spread, based respectively on removing span-cores of high cohesiveness or duration to decrease the epidemic risk, or on seeding the process from such structures. The effectiveness of such strategies is assessed in a variety of empirical data sets and compared to baselines that use only static information on the centrality of nodes and static concepts of coreness, as well as to a baseline based on a temporal centrality measure. Our results show that the most stable and cohesive temporal cores play indeed an important role in epidemic processes on temporal networks, and that their nodes are likely to include influential spreaders. Nature Publishing Group UK 2020-07-27 /pmc/articles/PMC7385111/ /pubmed/32719352 http://dx.doi.org/10.1038/s41598-020-69464-3 Text en © The Author(s) 2020 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Ciaperoni, Martino
Galimberti, Edoardo
Bonchi, Francesco
Cattuto, Ciro
Gullo, Francesco
Barrat, Alain
Relevance of temporal cores for epidemic spread in temporal networks
title Relevance of temporal cores for epidemic spread in temporal networks
title_full Relevance of temporal cores for epidemic spread in temporal networks
title_fullStr Relevance of temporal cores for epidemic spread in temporal networks
title_full_unstemmed Relevance of temporal cores for epidemic spread in temporal networks
title_short Relevance of temporal cores for epidemic spread in temporal networks
title_sort relevance of temporal cores for epidemic spread in temporal networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7385111/
https://www.ncbi.nlm.nih.gov/pubmed/32719352
http://dx.doi.org/10.1038/s41598-020-69464-3
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