论文标题
认知力塑造跨多种语言的单词用法的动力学
Cognitive forces shape the dynamics of word usage across multiple languages
论文作者
论文摘要
对数千个时间序列的分析以不同的语言序列表明,单词用法以16年周期的流行为振荡,并以缓慢变化的趋势安装。这些组件包含不同的信息:虽然相似的振荡模式会收集与语义相关的单词,但相似的趋势将代表文化和历史时期的关键字组合在一起。我们将常规振荡解释为感兴趣和饱和的循环,其行为可以使用简单的数学模型捕获。通过经验趋势推动模型,我们能够在过去三个世纪中解释多种语言的单词频率跟踪。我们的结果表明,单词频率使用情况是在动态临界时固定的,接近HOPF分叉,该分叉标志着振荡动力学的出现。至关重要的是,我们的模型解释了在单词组中观察到的振荡同步,并根据驱动集体认知的文化背景来解释这种现象。这些发现有助于解散我们对语言的使用是如何通过人类认知与社会文化力量之间的相互作用来塑造的。
The analysis of thousands of time series in different languages reveals that word usage presents oscillations with a prevalence of 16-year cycles, mounted on slowly varying trends. These components carry different information: while similar oscillatory patterns gather semantically related words, similar trends group together keywords representative of cultural and historical periods. We interpreted the regular oscillations as cycles of interest and saturation, whose behavior could be captured using a simple mathematical model. Driving the model with the empirical trends, we were able to explain word frequency traces across multiple languages throughout the last three centuries. Our results suggest that word frequency usage is poised at dynamical criticality, close to a Hopf bifurcation which signals the emergence of oscillatory dynamics. Crucially, our model explains the oscillatory synchronization observed within groups of words and provides an interpretation of this phenomenon in terms of the cultural context driving collective cognition. These findings contribute to unravel how our use of language is shaped by the interplay between human cognition and sociocultural forces.