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Theory of collective opinion shifts: from smooth trends to abrupt swings

机译:集体观点转变的理论:从平稳的趋势到突然的波动

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We unveil collective effects induced by imitation and social pressure by analyzing data from three different sources: birth rates, sales of cell phones and the drop of applause in concert halls. We interpret our results within the framework of the Random Field Ising Model, which is a threshold model for collective decisions accounting both for agent heterogeneity and social imitation. Changes of opinion can occur either abruptly or continuously, depending on the importance of herding effects. The main prediction of the model is a scaling relation between the height h of the speed of variation peak and its width w of the form h similar to w(-k)., with k= 2/3 for well connected populations. Our three sets of data are compatible with such a prediction, with k approximate to 0.62 for birth rates,k approximate to 0.71 for cell phones and k approximate to 0.64 for clapping. In this last case, we in fact observe that some clapping samples end discontinuously ( w = 0), as predicted by the model for strong enough imitation.
机译:我们通过分析三种不同来源的数据来揭示由模仿和社会压力引起的集体效应:出生率,手机销售和音乐厅的掌声下降。我们在随机场伊辛模型(Random Field Ising Model)的框架内解释我们的结果,该模型是考虑代理异质性和社会模仿的集体决策的阈值模型。观点的改变可能会突然发生,也可能会持续发生,这取决于羊群效应的重要性。该模型的主要预测是变化峰速度的高度h与宽度w的比例关系,其形式h与w(-k)类似,其中k = 2/3对于良好连接的群体。我们的三组数据与这种预测相符,k的出生率约为0.62,k的手机约为0.71,k的拍手约为0.64。在最后一种情况下,我们实际上观察到一些鼓掌样本不连续结束(w = 0),这是模型为足够强的模仿所预测的。

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