Impact of misinformation in temporal network epidemiology
Holme, Petter and Rocha, Luis E. C. ORCID: 0000-0001-9046-8739 (2019) Impact of misinformation in temporal network epidemiology. Network Science, 7 (1). pp. 52-69. ISSN 2050-1242 (Print), 2050-1250 (Online) (doi:https://doi.org/10.1017/nws.2018.28)
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Abstract
We investigate the impact of misinformation about the contact structure on the ability to predict disease outbreaks. We base our study on 31 empirical temporal networks and tune the frequencies in errors in the node identities or timestamps of contacts. We find that for both these spreading scenarios, the maximal misprediction of both the outbreak size and time to extinction follows an stretched exponential convergence as a function of the error frequency. We furthermore determine the temporal-network structural factors influencing the parameters of this convergence.
Item Type: | Article |
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Uncontrolled Keywords: | network sampling, misinformation, network epidemiology |
Subjects: | H Social Sciences > H Social Sciences (General) |
Faculty / School / Research Centre / Research Group: | Faculty of Business Faculty of Business > Department of International Business & Economics Faculty of Business > Networks and Urban Systems Centre (NUSC) > Centre for Business Network Analysis (CBNA) |
Last Modified: | 27 Feb 2020 12:11 |
URI: | http://gala.gre.ac.uk/id/eprint/22088 |
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