SUBGRAPH DENSITY AND EPIDEMICS OVER NETWORKS

被引:0
|
作者
Zhang, June [1 ]
Moura, Jose M. F. [1 ]
机构
[1] Carnegie Mellon Univ, Dept Elect & Comp Engn, Pittsburgh, PA 15213 USA
关键词
Reversible Markov process; equilibrium distribution; SIS epidemics; graph density; densest subgraph; k-densest subgraph; topology dependent random interaction model; networks;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We model a SIS (susceptible-infected-susceptible) epidemics over a static, finite-sized network as a continuous-time Markov process using the scaled SIS epidemics model. In our previous work, we derived the closed form description of the equilibrium distribution that explicitly accounts for the network topology and showed that themost probable equilibrium state demonstrates threshold behavior. In this paper, we will show how subgraph structures in the network topology impact the most probable state of the long run behavior of a SIS epidemics (i.e., stochastic diffusion process) over any static, finite-sized, network.
引用
收藏
页数:5
相关论文
共 50 条
  • [41] On the Distributions of Subgraph Centralities in Complex Networks
    Li, Faxu
    Wei, Liang
    Zhao, Haixing
    Hu, Feng
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2013, 2013
  • [42] Subgraph Mining for Graph Neural Networks
    Kikaj, Adem
    Marra, Giuseppe
    De Raedt, Luc
    ADVANCES IN INTELLIGENT DATA ANALYSIS XXII, PT I, IDA 2024, 2024, 14641 : 141 - 152
  • [43] Optimal Control for Heterogeneous Node-Based Information Epidemics Over Social Networks
    Liu, Fangzhou
    Buss, Martin
    IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2020, 7 (03): : 1115 - 1126
  • [44] Epidemics and dimensionality in hierarchical networks
    Zheng, DF
    Hui, PM
    Trimper, S
    Zheng, B
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2005, 352 (2-4) : 659 - 668
  • [45] Epidemics in small world networks
    M.M. Telo da Gama
    A. Nunes
    The European Physical Journal B - Condensed Matter and Complex Systems, 2006, 50 : 205 - 208
  • [46] Immunization of Epidemics in Multiplex Networks
    Zhao, Dawei
    Wang, Lianhai
    Li, Shudong
    Wang, Zhen
    Wang, Lin
    Gao, Bo
    PLOS ONE, 2014, 9 (11):
  • [47] Epidemics in small world networks
    da Gama, MMT
    Nunes, A
    EUROPEAN PHYSICAL JOURNAL B, 2006, 50 (1-2): : 205 - 208
  • [48] Asymptotic Analysis of Epidemics on Networks
    Solo, Victor
    JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2025, 38 (01) : 338 - 348
  • [49] Fluctuating epidemics on adaptive networks
    Shaw, Leah B.
    Schwartz, Ira B.
    PHYSICAL REVIEW E, 2008, 77 (06)
  • [50] On analytical approaches to epidemics on networks
    Trapman, Pieter
    THEORETICAL POPULATION BIOLOGY, 2007, 71 (02) : 160 - 173