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文化组学与随机分形理论的交汇:对过去两个世纪社会和自然现象的长程相关性的深入洞察。

Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries.

机构信息

PMB Intelligence, LLC, West Lafayette, IN 47996, USA.

出版信息

J R Soc Interface. 2012 Aug 7;9(73):1956-64. doi: 10.1098/rsif.2011.0846. Epub 2012 Feb 15.

Abstract

Culturomics was recently introduced as the application of high-throughput data collection and analysis to the study of human culture. Here, we make use of these data by investigating fluctuations in yearly usage frequencies of specific words that describe social and natural phenomena, as derived from books that were published over the course of the past two centuries. We show that the determination of the Hurst parameter by means of fractal analysis provides fundamental insights into the nature of long-range correlations contained in the culturomic trajectories, and by doing so offers new interpretations as to what might be the main driving forces behind the examined phenomena. Quite remarkably, we find that social and natural phenomena are governed by fundamentally different processes. While natural phenomena have properties that are typical for processes with persistent long-range correlations, social phenomena are better described as non-stationary, on-off intermittent or Lévy walk processes.

摘要

文化组学最近被引入,作为一种应用,它将高通量数据收集和分析应用于人类文化的研究。在这里,我们通过调查描述社会和自然现象的特定词汇在过去两个世纪出版的书籍中的年使用频率波动,利用这些数据。我们表明,分形分析确定赫斯特参数为包含在文化轨迹中的长程相关性的本质提供了基本的见解,并通过这种方式提供了对所研究现象的主要驱动力可能是什么的新解释。非常显著的是,我们发现社会和自然现象受根本不同的过程支配。虽然自然现象具有持久的长程相关性过程的典型特征,但社会现象更适合描述为非平稳、开-关间歇性或 Lévy 游走过程。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/90f5/3385752/b8c75ab4d987/rsif20110846-g1.jpg

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