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Social clustering in epidemic spread on coevolving networks.
Hsuan-Wei Lee1, Nishant Malik2, Feng Shi3
1Institute of Sociology, Academia Sinica, Taipei 115, Taiwan.
Physical Review. E
|July 24, 2019
Summary
This study explores how network structure, specifically transitivity, impacts disease spread in adaptive networks. Increased transitivity, by closing network triangles, was found to reduce the number of infected individuals in susceptible-infected-susceptible (SIS) models.
Area of Science:
- Epidemiology
- Network Science
- Computational Biology
Background:
- Transitivity is a key feature of social networks, yet its role in epidemic spread on dynamic networks is understudied.
- Understanding network dynamics is crucial for effective disease control strategies.
Purpose of the Study:
- To investigate the influence of transitivity reinforcement on epidemic dynamics in coevolving networks.
- To model the interplay between infection spread and network structure changes.
Main Methods:
- Introduced an adaptive susceptible-infected-susceptible (SIS) epidemic model with coevolving infection and network structure.
- Incorporated a non-trivial probability of closing triangles during edge rewiring to enhance transitivity.
- Utilized numerical simulations and approximate master equations (AMEs) for analysis.
Main Results:
- AMEs accurately predict stationary-state disease prevalence and network degree distributions, especially when including transitivity reinforcement.
- AMEs can accurately track the temporal evolution of the system under certain parameters.
- Higher transitivity reinforcement correlates with lower prevalence of infective individuals when triangle closure dominates rewiring.
Conclusions:
- Transitivity plays a significant role in modulating SIS epidemic dynamics on coevolving networks.
- The developed model and AMEs offer accurate predictions and insights into epidemic behavior.
- Findings can inform strategies for controlling SIS-type epidemics by manipulating network transitivity.
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