网络拓扑结构对有偏节点选民模型动态可控性的影响

Aravinda Ramakrishnan Srinivasan, S. Chakraborty
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引用次数: 3

摘要

本文研究了有偏节点对选民模型动力学的影响,其中每个节点都具有二进制状态si =±1的特征。对于全连通图,证明了主方程具有Fokker-Planck方程的形式,并研究了多项式解存在的充分必要条件。对完全图和Erdös-Rényi网络的数值模拟和分析结果进行了研究,揭示了动力系统的几个有趣的特性。其中一个重要的发现是,网络的均衡概率密度可以通过选择影响组的大小来控制。讨论了总体大小、偏分组的相对大小、初始条件和网络参数(如连接概率),并研究了它们对均衡概率密度和收敛时间的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Effect of network topology on the controllability of voter model dynamics using biased nodes
This paper examines the effects of biased nodes on the voter model dynamics where each node is characterized by binary states si = ±1. For a fully connected graph, the master equation is shown to have the form of the Fokker-Planck equation, and necessary and sufficient conditions for the existence of a polynomial solution are investigated. Numerical simulations and analytical results are studied for a complete graph and the Erdös-Rényi network to reveal several interesting characteristics of the dynamical system. One of the key findings is that the equilibrium probability density of the network can be controlled by selecting the size of the influence groups. Population size, relative size of the biased groups, initial conditions and network parameters such as connection probabilities are discussed and their effects on the equilibrium probability density and time to convergence are investigated and reported.
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