具有依赖关系的网络流行病模型

Q3 Mathematics Internet Mathematics Pub Date : 2015-01-02 DOI:10.1080/15427951.2014.902407
Maochao Xu, Gaofeng Da, Shouhuai Xu
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引用次数: 46

摘要

研究任意复杂网络上的网络流行模型可以从整个系统的角度加深我们对网络安全的理解。在这项工作中,我们开始调查网络流行病模型,以适应网络攻击事件之间的依赖关系。由于处理这种依赖关系的难度众所周知,基本上所有现有的网络流行病模型都忽略了它们。具体来说,我们在网络流行病模型中引入了联结的思想,以适应网络攻击事件之间的依赖关系。我们研究了流行病的平衡阈值以及平衡和非平衡感染概率的界限。我们进一步描述了忽视网络攻击事件之间应有的依赖关系的副作用,表明其结果是不必要的限制甚至是不正确的。
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Cyber Epidemic Models with Dependences
Studying models of cyber epidemics over arbitrary complex networks can deepen our understanding of cyber security from a whole-system perspective. In this work, we initiate the investigation of cyber epidemic models that accommodate the dependences between the cyber attack events. Due to the notorious difficulty in dealing with such dependences, essentially all existing cyber epidemic models have disregarded them. Specifically, we introduce the idea of copulas into cyber epidemic models for accommodating the dependences between the cyber attack events. We investigate the epidemic equilibrium thresholds as well as the bounds for both equilibrium and nonequilibrium infection probabilities. We further characterize the side effects of disregarding the due dependences between the cyber attack events by showing that the results thereof are unnecessarily restrictive or even incorrect.
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Internet Mathematics
Internet Mathematics Mathematics-Applied Mathematics
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