Antulov-Fantulin, Nino; Lančić, Alen; Šmuc, Tomislav; Štefančić, Hrvoje; Šikić, Mile (2015) Identification of Patient Zero in Static and Temporal Networks : Robustness and Limitations. Physical Review Letters, 114 . pp. 248701-1. ISSN 0031-9007
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Abstract
Detection of patient zero can give new insights to epidemiologists about the nature of first transmissions into a population. In this Letter, we study the statistical inference problem of detecting the source of epidemics from a snapshot of spreading on an arbitrary network structure. By using exact analytic calculations and Monte Carlo estimators, we demonstrate the detectability limits for the susceptible infected-recovered model, which primarily depend on the spreading process characteristics. Finally, we demonstrate the applicability of the approach in a case of a simulated sexually transmitted infection spreading over an empirical temporal network of sexual interactions.
Item Type: | Article | ||||||||||||||||
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Uncontrolled Keywords: | patient zero; temporal networks | ||||||||||||||||
Subjects: | NATURAL SCIENCES > Physics TECHNICAL SCIENCES > Computing |
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Divisions: | Division of Electronics Theoretical Physics Division |
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Depositing User: | Nino Antulov-Fantulin | ||||||||||||||||
Date Deposited: | 09 Dec 2016 14:22 | ||||||||||||||||
URI: | http://fulir.irb.hr/id/eprint/3204 | ||||||||||||||||
DOI: | 10.1103/PhysRevLett.114.248701 |
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