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Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries
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 fro...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3385752/ https://www.ncbi.nlm.nih.gov/pubmed/22337632 http://dx.doi.org/10.1098/rsif.2011.0846 |
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author | Gao, Jianbo Hu, Jing Mao, Xiang Perc, Matjaž |
author_facet | Gao, Jianbo Hu, Jing Mao, Xiang Perc, Matjaž |
author_sort | Gao, Jianbo |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-3385752 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-33857522012-06-29 Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries Gao, Jianbo Hu, Jing Mao, Xiang Perc, Matjaž J R Soc Interface Research Articles 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. The Royal Society 2012-08-07 2012-02-15 /pmc/articles/PMC3385752/ /pubmed/22337632 http://dx.doi.org/10.1098/rsif.2011.0846 Text en This journal is © 2012 The Royal Society http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Gao, Jianbo Hu, Jing Mao, Xiang Perc, Matjaž Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries |
title | Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries |
title_full | Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries |
title_fullStr | Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries |
title_full_unstemmed | Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries |
title_short | Culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries |
title_sort | culturomics meets random fractal theory: insights into long-range correlations of social and natural phenomena over the past two centuries |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3385752/ https://www.ncbi.nlm.nih.gov/pubmed/22337632 http://dx.doi.org/10.1098/rsif.2011.0846 |
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