论文标题

多维主题空间中两极分化意识形态意见的出现

Emergence of polarized ideological opinions in multidimensional topic spaces

论文作者

Baumann, Fabian, Lorenz-Spreen, Philipp, Sokolov, Igor M., Starnini, Michele

论文摘要

舆论两极分化正在上升,引起了人们对公开辩论的开放性的关注。此外,对不同主题的极端看法通常会显示出显着的相关性。导致这些两极分化的意识形态观点的动力构成了一个挑战:如何出现这种相关性,而不假定它们是个人偏好或先前存在的社会结构的先验性?在这里,我们提出了一个简单的模型,该模型在调查数据中发现的意识形态观点状态,即使在相当无关但充满争议的主题之间。受到最近在自然语言处理模型中提出的偏斜坐标系统的启发,我们以形式主义在多维空间中展现的形式主义巩固了这些直觉,在这些空间中,主题形成了非正交的基础。观点根据代理人之间的社会互动而发展,这些代理人同性恋统治:两个共享类似观点的特工更有可能互动。该模型具有全球共识,意见极化和意识形态状态之间的相变。有趣的是,意识形态阶段通过放松主题空间的正交基础的假设而出现,即主题主题重叠的话。此外,我们在分析和数字上表明,这些转变是由讨论的主题的争议性驱动的,越有争议的主题,意见越有可能与之相关。我们的发现阐明了推动意识形态形成意识形态出现的机制。

Opinion polarization is on the rise, causing concerns for the openness of public debates. Additionally, extreme opinions on different topics often show significant correlations. The dynamics leading to these polarized ideological opinions pose a challenge: How can such correlations emerge, without assuming them a priori in the individual preferences or in a preexisting social structure? Here we propose a simple model that qualitatively reproduces ideological opinion states found in survey data, even between rather unrelated, but sufficiently controversial, topics. Inspired by skew coordinate systems recently proposed in natural language processing models, we solidify these intuitions in a formalism of opinions unfolding in a multidimensional space where topics form a non-orthogonal basis. Opinions evolve according to the social interactions among the agents, which are ruled by homophily: two agents sharing similar opinions are more likely to interact. The model features phase transitions between a global consensus, opinion polarization, and ideological states. Interestingly, the ideological phase emerges by relaxing the assumption of an orthogonal basis of the topic space, i.e. if topics thematically overlap. Furthermore, we analytically and numerically show that these transitions are driven by the controversialness of the topics discussed, the more controversial the topics, the more likely are opinion to be correlated. Our findings shed light upon the mechanisms driving the emergence of ideology in the formation of opinions.

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