The scaling of human contacts and epidemic processes in metapopulation networks
Tizzoni, Michele, Kaiyuan, Sun, Benusiglio, Diego, Karsai, Marton and Perra, Nicola ORCID: https://orcid.org/0000-0002-5559-3064 (2015) The scaling of human contacts and epidemic processes in metapopulation networks. Scientific Reports, 5:15111. ISSN 2045-2322 (doi:10.1038/srep15111)
PDF (Publisher PDF)
13901_Perra_The_scaling_of_human_contacts_(pub_PDF_OA)_2015.pdf - Published Version Available under License Creative Commons Attribution. Download (574kB) |
Abstract
We study the dynamics of reaction-diffusion processes on heterogeneous metapopulation networks where interaction rates scale with subpopulation sizes. We first present new empirical evidence, based on the analysis of the interactions of 13 million users on Twitter, that supports the scaling of human interactions with population size with an exponent γ ranging between 1.11 and 1.21, as observed in recent studies based on mobile phone data. We then integrate such observations into a reaction- diffusion metapopulation framework. We provide an explicit analytical expression for the global invasion threshold which sets a critical value of the diffusion rate below which a contagion process is not able to spread to a macroscopic fraction of the system. In particular, we consider the Susceptible-Infectious-Recovered epidemic model. Interestingly, the scaling of human contacts is found to facilitate the spreading dynamics. This behavior is enhanced by increasing heterogeneities in the mobility flows coupling the subpopulations. Our results show that the scaling properties of human interactions can significantly affect dynamical processes mediated by human contacts such as the spread of diseases, ideas and behaviors.
Item Type: | Article |
---|---|
Additional Information: | This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
Uncontrolled Keywords: | Reaction-diffusion processes |
Subjects: | H Social Sciences > H Social Sciences (General) |
Faculty / School / Research Centre / Research Group: | Faculty of Business > Networks and Urban Systems Centre (NUSC) > Centre for Business Network Analysis (CBNA) |
Last Modified: | 21 Oct 2020 10:05 |
URI: | http://gala.gre.ac.uk/id/eprint/13901 |
Actions (login required)
View Item |
Downloads
Downloads per month over past year