首页    期刊浏览 2024年11月25日 星期一
登录注册

文章基本信息

  • 标题:Modeling Epidemics Spreading on Social Contact Networks
  • 作者:Zhaoyang Zhang ; Honggang Wang ; Chonggang Wang
  • 期刊名称:IEEE Transactions on Emerging Topics in Computing
  • 印刷版ISSN:2168-6750
  • 出版年度:2015
  • 卷号:3
  • 期号:3
  • 页码:410-419
  • DOI:10.1109/TETC.2015.2398353
  • 语种:English
  • 出版社:IEEE Publishing
  • 摘要:

    Social contact networks and the way people interact with each other are the key factors that impact on epidemics spreading. However, it is challenging to model the behavior of epidemics based on social contact networks due to their high dynamics. Traditional models such as susceptible-infected-recovered (SIR) model ignore the crowding or protection effect and thus has some unrealistic assumption. In this paper, we consider the crowding or protection effect and develop a novel model called improved SIR model. Then, we use both deterministic and stochastic models to characterize the dynamics of epidemics on social contact networks. The results from both simulations and real data set conclude that the epidemics are more likely to outbreak on social contact networks with higher average degree. We also present some potential immunization strategies, such as random set immunization, dominating set immunization, and high degree set immunization to further prove the conclusion.

  • 关键词:diseases; network theory (graphs); social sciences; SIR model; crowding effect; deterministic model; dominating set immunization; epidemics spreading modeling; high degree set immunization; immunization strategy; protection effect; random set immunization; social contact networks; stochastic model; susceptible-infected-recovered model; Communities; Diseases; Force; Mathematical model; Sociology; Standards; Stochastic processes; Epidemic Control; Epidemic modeling; Optimal Strategies; Social Contact Network; epidemic control; optimal strategies; social contact network
Loading...
联系我们|关于我们|网站声明
国家哲学社会科学文献中心版权所有