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Partial Correlation between Spatial and Temporal Regularities of Human Mobility
The regularity of human mobility has been extensively studied because of its prominent applications in a considerable number of important areas. Entropy, in addition to many other measures, has long been used to quantify the regularity of human mobility. We adopt the commonly used spatial entropy an...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5524686/ https://www.ncbi.nlm.nih.gov/pubmed/28740176 http://dx.doi.org/10.1038/s41598-017-06508-1 |
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author | Geng, Wei Yang, Guang |
author_facet | Geng, Wei Yang, Guang |
author_sort | Geng, Wei |
collection | PubMed |
description | The regularity of human mobility has been extensively studied because of its prominent applications in a considerable number of important areas. Entropy, in addition to many other measures, has long been used to quantify the regularity of human mobility. We adopt the commonly used spatial entropy and develop an analogical temporal entropy to separately investigate the spatial and temporal regularities of human mobility. The underlying data are from an automated transit fare collection system operated by a metropolitan public transit authority in China. The distributions of both spatial and temporal entropies and their dependences on several widely used statistics are examined. The spatial and temporal entropies present a statistically significant correlation, which has not previously been reported to the best of our knowledge. |
format | Online Article Text |
id | pubmed-5524686 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-55246862017-07-26 Partial Correlation between Spatial and Temporal Regularities of Human Mobility Geng, Wei Yang, Guang Sci Rep Article The regularity of human mobility has been extensively studied because of its prominent applications in a considerable number of important areas. Entropy, in addition to many other measures, has long been used to quantify the regularity of human mobility. We adopt the commonly used spatial entropy and develop an analogical temporal entropy to separately investigate the spatial and temporal regularities of human mobility. The underlying data are from an automated transit fare collection system operated by a metropolitan public transit authority in China. The distributions of both spatial and temporal entropies and their dependences on several widely used statistics are examined. The spatial and temporal entropies present a statistically significant correlation, which has not previously been reported to the best of our knowledge. Nature Publishing Group UK 2017-07-24 /pmc/articles/PMC5524686/ /pubmed/28740176 http://dx.doi.org/10.1038/s41598-017-06508-1 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Geng, Wei Yang, Guang Partial Correlation between Spatial and Temporal Regularities of Human Mobility |
title | Partial Correlation between Spatial and Temporal Regularities of Human Mobility |
title_full | Partial Correlation between Spatial and Temporal Regularities of Human Mobility |
title_fullStr | Partial Correlation between Spatial and Temporal Regularities of Human Mobility |
title_full_unstemmed | Partial Correlation between Spatial and Temporal Regularities of Human Mobility |
title_short | Partial Correlation between Spatial and Temporal Regularities of Human Mobility |
title_sort | partial correlation between spatial and temporal regularities of human mobility |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5524686/ https://www.ncbi.nlm.nih.gov/pubmed/28740176 http://dx.doi.org/10.1038/s41598-017-06508-1 |
work_keys_str_mv | AT gengwei partialcorrelationbetweenspatialandtemporalregularitiesofhumanmobility AT yangguang partialcorrelationbetweenspatialandtemporalregularitiesofhumanmobility |