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Opinion Formation by Social Influence: From Experiments to Modeling

机译:社会影响下的意见形成:从实验到建模

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摘要

Predicting different forms of collective behavior in human populations, as the outcome of individual attitudes and their mutual influence, is a question of major interest in social sciences. In particular, processes of opinion formation have been theoretically modeled on the basis of a formal similarity with the dynamics of certain physical systems, giving rise to an extensive collection of mathematical models amenable to numerical simulation or even to exact solution. Empirical ground for these models is however largely missing, which confine them to the level of mere metaphors of the real phenomena they aim at explaining. In this paper we present results of an experiment which quantifies the change in the opinions given by a subject on a set of specific matters under the influence of others. The setup is a variant of a recently proposed experiment, where the subject’s confidence on his or her opinion was evaluated as well. In our realization, which records the quantitative answers of 85 subjects to 20 questions before and after an influence event, the focus is put on characterizing the change in answers and confidence induced by such influence. Similarities and differences with the previous version of the experiment are highlighted. We find that confidence changes are to a large extent independent of any other recorded quantity, while opinion changes are strongly modulated by the original confidence. On the other hand, opinion changes are not influenced by the initial difference with the reference opinion. The typical time scales on which opinion varies are moreover substantially longer than those of confidence change. Experimental results are then used to estimate parameters for a dynamical agent-based model of opinion formation in a large population. In the context of the model, we study the convergence to full consensus and the effect of opinion leaders on the collective distribution of opinions.
机译:作为个人态度及其相互影响的结果,预测人口中不同形式的集体行为是社会科学领域的主要兴趣所在。特别是,在与某些物理系统动力学的形式相似性的基础上,理论上对观点形成过程进行了建模,从而产生了适用于数值模拟甚至精确求解的大量数学模型。然而,这些模型的经验基础已大大缺失,这将它们限制在它们旨在解释的真实现象的仅仅隐喻的水平上。在本文中,我们提出了一个实验结果,该实验量化了受测者在其他人的影响下对一系列特定问题的看法所产生的变化。该设置是最近提出的实验的一种变体,该实验还评估了受试者对其观点的信心。在我们的认识中,它记录了影响事件前后85个主题对20个问题的定量答案,重点放在表征这种影响引起的答案和置信度变化上。突出显示了与该实验先前版本的异同。我们发现,置信度变化在很大程度上与任何其他记录的数量无关,而意见变化受到原始置信度的强烈调节。另一方面,观点的变化不受与参考观点的初始差异的影响。此外,意见发生变化的典型时间范围比置信度变化的时间范围要长得多。然后,将实验结果用于估计大量人口中基于动态代理的观点形成模型的参数。在模型的背景下,我们研究了完全共识的收敛性以及意见领袖对意见集体分配的影响。

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  • 年(卷),期 -1(10),10
  • 年度 -1
  • 页码 e0140406
  • 总页数 16
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