Epidemic dynamics on social interaction networks

IF 1 Q4 ENGINEERING, BIOMEDICAL AIMS Bioengineering Pub Date : 2022-01-01 DOI:10.3934/bioeng.2022025
M. Jelassi, K. Oshinubi, Mustapha Rachdi, J. Demongeot
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引用次数: 2

Abstract

The present paper aims to apply the mathematical ideas of the contagion networks in a discrete dynamic context to the modeling of two current pandemics, i.e., COVID-19 and obesity, that are identified as major risks by the World Health Organization. After providing a reminder of the main tools necessary to model epidemic propagation in a Boolean framework (Hopfield-type propagation equation, notion of centrality, existence of stationary states), we present two applications derived from the observation of real data and involving mathematical models for their interpretation. After a discussion of the obtained results of model simulations, multidisciplinary work perspectives (both on mathematical and biomedical sides) are proposed in order to increase the efficiency of the models currently used and improve both the comprehension of the contagion mechanism and the prediction of the dynamic behaviors of the pandemics' present and future states.
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社会互动网络中的流行病动态
本文旨在将离散动态背景下传染网络的数学思想应用于当前两种流行病的建模,即COVID-19和肥胖,这两种流行病被世界卫生组织确定为主要风险。在提供了在布尔框架中建模流行病传播所需的主要工具(hopfield型传播方程,中心性概念,稳态存在性)的提醒之后,我们提出了两个应用,这些应用来自于对真实数据的观察,并涉及数学模型来解释它们。在讨论了模型模拟所获得的结果之后,提出了多学科的工作前景(包括数学和生物医学方面),以提高目前使用的模型的效率,并改进对传染机制的理解以及对流行病当前和未来状态的动态行为的预测。
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来源期刊
AIMS Bioengineering
AIMS Bioengineering ENGINEERING, BIOMEDICAL-
自引率
0.00%
发文量
17
审稿时长
4 weeks
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