Suppr超能文献

电子邮件网络中的网络免疫与病毒传播:实验评估与分析

Network immunization and virus propagation in email networks: experimental evaluation and analysis.

作者信息

Gao Chao, Liu Jiming, Zhong Ning

机构信息

1International WIC Institute, Beijing University of Technology, 100124 Beijing, China.

Beijing Key Laboratory of Multimedia and Intelligent Software, 100124 Beijing, China.

出版信息

Knowl Inf Syst. 2011;27(2):253-279. doi: 10.1007/s10115-010-0321-0. Epub 2010 Jul 14.

Abstract

Network immunization strategies have emerged as possible solutions to the challenges of virus propagation. In this paper, an existing interactive model is introduced and then improved in order to better characterize the way a virus spreads in email networks with different topologies. The model is used to demonstrate the effects of a number of key factors, notably nodes' degree and betweenness. Experiments are then performed to examine how the structure of a network and human dynamics affects virus propagation. The experimental results have revealed that a virus spreads in two distinct phases and shown that the most efficient immunization strategy is the node-betweenness strategy. Moreover, those results have also explained why old virus can survive in networks nowadays from the aspects of human dynamics.

摘要

网络免疫策略已成为应对病毒传播挑战的可能解决方案。本文引入并改进了一个现有的交互模型,以便更好地描述病毒在具有不同拓扑结构的电子邮件网络中的传播方式。该模型用于展示一些关键因素的影响,特别是节点的度和介数。然后进行实验,以研究网络结构和人类动态如何影响病毒传播。实验结果表明,病毒以两个不同阶段传播,并表明最有效的免疫策略是节点介数策略。此外,这些结果还从人类动态的角度解释了为什么旧病毒如今仍能在网络中存活。

相似文献

3
A biologically inspired immunization strategy for network epidemiology.一种受生物启发的网络流行病学免疫策略。
J Theor Biol. 2016 Jul 7;400:92-102. doi: 10.1016/j.jtbi.2016.04.018. Epub 2016 Apr 22.
6
Spectral Learning Algorithm Reveals Propagation Capability of Complex Networks.谱学习算法揭示复杂网络的传播能力。
IEEE Trans Cybern. 2019 Dec;49(12):4253-4261. doi: 10.1109/TCYB.2018.2861568. Epub 2018 Aug 21.
10

本文引用的文献

1
On universality in human correspondence activity.论人类通信活动中的普遍性。
Science. 2009 Sep 25;325(5948):1696-700. doi: 10.1126/science.1174562.
2
Predicting the behavior of techno-social systems.预测技术社会系统的行为。
Science. 2009 Jul 24;325(5939):425-8. doi: 10.1126/science.1171990.
3
Impact of non-Poissonian activity patterns on spreading processes.非泊松活动模式对传播过程的影响。
Phys Rev Lett. 2007 Apr 13;98(15):158702. doi: 10.1103/PhysRevLett.98.158702. Epub 2007 Apr 10.
4
Improving immunization strategies.改进免疫策略。
Phys Rev E Stat Nonlin Soft Matter Phys. 2007 Apr;75(4 Pt 2):045104. doi: 10.1103/PhysRevE.75.045104. Epub 2007 Apr 19.
5
A twenty-first century science.一门二十一世纪的科学。
Nature. 2007 Feb 1;445(7127):489. doi: 10.1038/445489a.
6
Dynamics of information access on the web.网络信息获取的动态变化。
Phys Rev E Stat Nonlin Soft Matter Phys. 2006 Jun;73(6 Pt 2):066132. doi: 10.1103/PhysRevE.73.066132. Epub 2006 Jun 30.
7
Modeling bursts and heavy tails in human dynamics.人类动力学中的突发和重尾建模。
Phys Rev E Stat Nonlin Soft Matter Phys. 2006 Mar;73(3 Pt 2):036127. doi: 10.1103/PhysRevE.73.036127. Epub 2006 Mar 24.
8
Distance-d covering problems in scale-free networks with degree correlations.具有度相关性的无标度网络中的距离 - d覆盖问题。
Phys Rev E Stat Nonlin Soft Matter Phys. 2005 Mar;71(3 Pt 2A):035102. doi: 10.1103/PhysRevE.71.035102. Epub 2005 Mar 21.
10
Entropy of dialogues creates coherent structures in e-mail traffic.对话的熵在电子邮件通信中创造出连贯的结构。
Proc Natl Acad Sci U S A. 2004 Oct 5;101(40):14333-7. doi: 10.1073/pnas.0405728101. Epub 2004 Sep 24.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验