吸引-排斥模型中的极化

Elisabetta Cornacchia, Neta Singer, E. Abbe
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引用次数: 1

摘要

本文介绍了一个意见动态模型,其中在每个时间步,随机选择的代理看到他们的意见-建模为[0,1]中的标量-根据局部交互函数演变。在经典的有界置信模型中,当agent的意见足够接近时,它们就会被吸引。这个被提议的模型通过增加一个斥力分量来扩展这个模型,这个斥力分量模拟了当观点足够不同时被进一步推开的影响。在排斥力分量的加入下,在排斥力-引力解理假设下,出现了一种超越经典一致构型的新的稳定构型,即极化构型。更具体地说,证明了完全一致和完全极化是仅有的两种可能的限制构型。本文进一步对1维及更高维的无限种群状态进行了分析,并对相变现象进行了推测和支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Polarization in Attraction-Repulsion Models
This paper introduces a model for opinion dynamics, where at each time step, randomly selected agents see their opinions — modeled as scalars in [0,1] — evolve depending on a local interaction function. In the classical Bounded Confidence Model, agents opinions get attracted when they are close enough. The proposed model extends this by adding a repulsion component, which models the effect of opinions getting further pushed away when dissimilar enough. With this repulsion component added, and under a repulsion-attraction cleavage assumption, it is shown that a new stable configuration emerges beyond the classical consensus configuration, namely the polarization configuration. More specifically, it is shown that total consensus and total polarization are the only two possible limiting configurations. The paper further provides an analysis of the infinite population regime in dimension 1 and higher, with a phase transition phenomenon conjectured and backed heuristically.
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