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Markov property of correlated random networks and its application to the analysis of the Internet topologies

机译:相关随机网络的马尔可夫性质及其在互联网拓扑分析中的应用

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We propose the notion of a Markov property for finding maximally unbiased networks under the constraint of a prescribed two-point degree correlation. We present a framework for modeling the three-point degree correlation - the degree correlation of a subgraph composed of three nodes - on which the Markov property is introduced. The topological features of the Markovian networks - networks satisfying the Markov property - are fully characterized solely by the two-point degree correlation. We theoretically investigate the topological characteristics of Markovian networks and derive the analytical formulas for their graph theoretical metrics. We present a comparative analysis of autonomous-system- (AS-) and router-level topologies in terms of whether they are Markovian. The results of the analysis show that AS-level topologies are Markovian while the router-level topologies are not. The router-level topologies should largely depend on the physical locations of routers, the dependency of which prevents the router-level topologies from being Markovian.
机译:我们提出了马尔可夫性质的概念,用于在规定的两点相关度的约束下找到最大无偏网络。我们提出了一个用于建模三点程度相关性(一个由三个节点组成的子图的程度相关性)的框架,在该框架上引入了马尔可夫性质。马尔可夫网络的拓扑特征-满足马尔可夫性质的网络-仅通过两点程度相关来完全表征。我们从理论上研究马尔可夫网络的拓扑特征,并推导其图理论度量的解析公式。我们就自治系统(AS-)和路由器级拓扑是否为马尔可夫式提出了比较分析。分析结果表明,AS级拓扑是Markovian的,而路由器级拓扑不是。路由器级拓扑应在很大程度上取决于路由器的物理位置,其依赖性阻止了路由器级拓扑成为马尔可夫式的。

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