arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2010.03050math.DSphysics.soc-ph
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混合Hegselmann-Krause动力学

Mixed Hegselmann-Krause Dynamics

Hsin-Lun Li

摘要:

最初的Hegselmann-Krause(HK)模型由一组~ $n$代理组成,这些代理的特征在于它们的观点,即~ $[0, 1]$中的一个数字。每个代理,比如代理~ $i$,通过取其所有邻居的平均意见来更新其意见~ $x_i$,这些代理的意见与~ $x_i$最多相差~ $ε$。有两种类型的~HK模型:同步~HK模型和异步~HK模型。对于同步模型,所有的代理人同时更新他们的意见在每个时间步,而异步~HK模型,只有一个代理人随机选择一致更新其意见在每个时间步。本文研究了~HK意见动力学的一种变体,称为混合~HK模型,其中每个主体可以选择其一致性程度,并在每次更新时将其意见与其邻居的平均意见混合。药剂的不均匀程度可以是不同的和/或随时间变化。如果一个智能体在每次更新时的新观点是其邻居的平均观点,那么它就不是顽固的或绝对开放的,如果它的观点在更新时没有改变,那么它就是绝对顽固的。在每个时间步,所有的代理人都是绝对开放的思想的特殊情况是同步~HK模型。与此相反,异步模型对应的特定情况下,在每个时间步,所有的代理人都是绝对顽固的,除了一个代理人是绝对开放的思想,随机均匀选择。我们首先证明了同步~HK模型的一些共同性质,如有限时间收敛性,对于混合模型不成立。然后,我们调查的条件下,渐近稳定性举行,或一个共识,可以实现的混合模型。

英文摘要:

The original Hegselmann-Krause (HK) model consists of a set of~$n$ agents that are characterized by their opinion, a number in~$[0, 1]$. Each agent, say agent~$i$, updates its opinion~$x_i$ by taking the average opinion of all its neighbors, the agents whose opinion differs from~$x_i$ by at most~$ε$. There are two types of~HK models: the synchronous~HK model and the asynchronous~HK model. For the synchronous model, all the agents update their opinion simultaneously at each time step, whereas for the asynchronous~HK model, only one agent chosen uniformly at random updates its opinion at each time step. This paper is concerned with a variant of the~HK opinion dynamics, called the mixed~HK model, where each agent can choose its degree of stubbornness and mix its opinion with the average opinion of its neighbors at each update. The degree of the stubbornness of agents can be different and/or vary over time. An agent is not stubborn or absolutely open-minded if its new opinion at each update is the average opinion of its neighbors, and absolutely stubborn if its opinion does not change at the time of the update. The particular case where, at each time step, all the agents are absolutely open-minded is the synchronous~HK model. In contrast, the asynchronous model corresponds to the particular case where, at each time step, all the agents are absolutely stubborn except for one agent chosen uniformly at random who is absolutely open-minded. We first show that some of the common properties of the synchronous~HK model, such as finite-time convergence, do not hold for the mixed model. We then investigate conditions under which the asymptotic stability holds, or a consensus can be achieved for the mixed model.

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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