Binary Opinion Dynamics with Stubborn Agents

M. E. Yildiz, A. Ozdaglar, D. Acemoglu, A. Saberi, A. Scaglione
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引用次数: 275

Abstract

We study binary opinion dynamics in a social network with stubborn agents who influence others but do not change their opinions. We focus on a generalization of the classical voter model by introducing nodes (stubborn agents) that have a fixed state. We show that the presence of stubborn agents with opposing opinions precludes convergence to consensus; instead, opinions converge in distribution with disagreement and fluctuations. In addition to the first moment of this distribution typically studied in the literature, we study the behavior of the second moment in terms of network properties and the opinions and locations of stubborn agents. We also study the problem of optimal placement of stubborn agents where the location of a fixed number of stubborn agents is chosen to have the maximum impact on the long-run expected opinions of agents.
顽固代理人的二元意见动态
我们研究了一个社会网络中的二元意见动态,其中顽固的代理人影响其他人但不改变他们的意见。通过引入具有固定状态的节点(顽固代理),我们着重于经典选民模型的泛化。我们表明,持相反意见的顽固代理人的存在阻碍了趋同达成共识;相反,意见在分布中汇聚,存在分歧和波动。除了文献中典型研究的这种分布的第一个矩外,我们还根据网络特性和顽固代理的意见和位置研究了第二个矩的行为。我们还研究了顽固代理的最优放置问题,其中选择固定数量的顽固代理的位置对代理的长期预期意见有最大的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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