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arXiv 0807.2028cs.MA
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关于状态依赖连接的Krause多智能体共识模型(扩展版)

On Krause's multi-agent consensus model with state-dependent connectivity (Extended version)

Vincent D. Blondel, Julien M. Hendrickx, John N. Tsitsiklis

摘要:

我们研究了一个模型的意见动力学介绍克劳斯:每个代理人有一个真实的数字表示的意见,并更新其意见,平均所有代理人的意见,不同于自己的小于1。我们给出了一个新的证据收敛到集群的代理,在同一集群中的所有代理持有相同的意见。然后,我们引入了一个特定的概念,平衡的稳定性,并提供在一个稳定的平衡的集群间距离的下限。为了更好地理解系统的行为时,代理的数量是大的,我们还介绍和研究一个变种,涉及一个连续的代理,获得部分收敛结果和下界的集群间的距离,在一些温和的假设。

英文摘要:

We study a model of opinion dynamics introduced by Krause: each agent has an opinion represented by a real number, and updates its opinion by averaging all agent opinions that differ from its own by less than 1. We give a new proof of convergence into clusters of agents, with all agents in the same cluster holding the same opinion. We then introduce a particular notion of equilibrium stability and provide lower bounds on the inter-cluster distances at a stable equilibrium. To better understand the behavior of the system when the number of agents is large, we also introduce and study a variant involving a continuum of agents, obtaining partial convergence results and lower bounds on inter-cluster distances, under some mild assumptions.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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