Cargando…
Phase transitions in contagion processes mediated by recurrent mobility patterns
Human mobility and activity patterns mediate contagion on many levels, including: spatial spread of infectious diseases, diffusion of rumors, and emergence of consensus. These patterns however are often dominated by specific locations and recurrent flows and poorly modeled by the random diffusive dy...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2011
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3142963/ https://www.ncbi.nlm.nih.gov/pubmed/21799702 http://dx.doi.org/10.1038/nphys1944 |
_version_ | 1782208873878257664 |
---|---|
author | Balcan, Duygu Vespignani, Alessandro |
author_facet | Balcan, Duygu Vespignani, Alessandro |
author_sort | Balcan, Duygu |
collection | PubMed |
description | Human mobility and activity patterns mediate contagion on many levels, including: spatial spread of infectious diseases, diffusion of rumors, and emergence of consensus. These patterns however are often dominated by specific locations and recurrent flows and poorly modeled by the random diffusive dynamics generally used to study them. Here we develop a theoretical framework to analyze contagion within a network of locations where individuals recall their geographic origins. We find a phase transition between a regime in which the contagion affects a large fraction of the system and one in which only a small fraction is affected. This transition cannot be uncovered by continuous models due to the stochastic features of the contagion process and defines an invasion threshold that depends on mobility parameters, providing guidance for controlling contagion spread by constraining mobility processes. We recover the threshold behavior by analyzing diffusion processes mediated by real human commuting data. |
format | Online Article Text |
id | pubmed-3142963 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
record_format | MEDLINE/PubMed |
spelling | pubmed-31429632012-01-01 Phase transitions in contagion processes mediated by recurrent mobility patterns Balcan, Duygu Vespignani, Alessandro Nat Phys Article Human mobility and activity patterns mediate contagion on many levels, including: spatial spread of infectious diseases, diffusion of rumors, and emergence of consensus. These patterns however are often dominated by specific locations and recurrent flows and poorly modeled by the random diffusive dynamics generally used to study them. Here we develop a theoretical framework to analyze contagion within a network of locations where individuals recall their geographic origins. We find a phase transition between a regime in which the contagion affects a large fraction of the system and one in which only a small fraction is affected. This transition cannot be uncovered by continuous models due to the stochastic features of the contagion process and defines an invasion threshold that depends on mobility parameters, providing guidance for controlling contagion spread by constraining mobility processes. We recover the threshold behavior by analyzing diffusion processes mediated by real human commuting data. 2011-07-01 /pmc/articles/PMC3142963/ /pubmed/21799702 http://dx.doi.org/10.1038/nphys1944 Text en Users may view, print, copy, download and text and data- mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Balcan, Duygu Vespignani, Alessandro Phase transitions in contagion processes mediated by recurrent mobility patterns |
title | Phase transitions in contagion processes mediated by recurrent mobility patterns |
title_full | Phase transitions in contagion processes mediated by recurrent mobility patterns |
title_fullStr | Phase transitions in contagion processes mediated by recurrent mobility patterns |
title_full_unstemmed | Phase transitions in contagion processes mediated by recurrent mobility patterns |
title_short | Phase transitions in contagion processes mediated by recurrent mobility patterns |
title_sort | phase transitions in contagion processes mediated by recurrent mobility patterns |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3142963/ https://www.ncbi.nlm.nih.gov/pubmed/21799702 http://dx.doi.org/10.1038/nphys1944 |
work_keys_str_mv | AT balcanduygu phasetransitionsincontagionprocessesmediatedbyrecurrentmobilitypatterns AT vespignanialessandro phasetransitionsincontagionprocessesmediatedbyrecurrentmobilitypatterns |