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Solvability of implicit final size equations for SIR epidemic models

Bidari, S. and Chen, X. and Peters, D. and Pittman, D. and Simon L., Péter (2016) Solvability of implicit final size equations for SIR epidemic models. MATHEMATICAL BIOSCIENCES, 282. pp. 181-190. ISSN 0025-5564

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Abstract

Final epidemic size relations play a central role in mathematical epidemiology. These can be written in the form of an implicit equation which is not analytically solvable in most of the cases. While final size relations were derived for several complex models, including multiple infective stages and models in which the durations of stages are arbitrarily distributed, the solvability of those implicit equations have been less studied. In this paper the SIR homogeneous mean-field and pairwise models and the heterogeneous mean-field model are studied. It is proved that the implicit equation for the final epidemic size has a unique solution, and that through writing the implicit equation as a fixed point equation in a suitable form, the iteration of the fixed point equation converges to the unique solution. The Markovian SIR epidemic model on finite networks is also studied by using the generation-based approach. Explicit analytic formulas are derived for the final size distribution for line and star graphs of arbitrary size. Iterative formulas for the final size distribution enable us to study the accuracy of mean-field approximations for the complete graph. © 2016 Elsevier Inc.

Item Type: Article
Uncontrolled Keywords: numerical model; BIOLOGY; EPIDEMIOLOGY; Mean field modeling; mean field approximation; Mathematical epidemiology; Master equations; Iterative formulas; Fixed point equation; size distribution; Mean field theory; Markov processes; COMPLEX NETWORKS; SIR epidemic; Mean-field model; Final epidemic size; Exact master equation
Subjects: Q Science / természettudomány > QA Mathematics / matematika
Q Science / természettudomány > QA Mathematics / matematika > QA74 Analysis / analízis
SWORD Depositor: MTMT SWORD
Depositing User: MTMT SWORD
Date Deposited: 23 Jan 2017 14:19
Last Modified: 23 Jan 2017 14:19
URI: http://real.mtak.hu/id/eprint/46138

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