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Diversity of individual mobility patterns and emergence of aggregated scaling laws
Uncovering human mobility patterns is of fundamental importance to the understanding of epidemic spreading, urban transportation and other socioeconomic dynamics embodying spatiality and human travel. According to the direct travel diaries of volunteers, we show the absence of scaling properties in...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3776193/ https://www.ncbi.nlm.nih.gov/pubmed/24045416 http://dx.doi.org/10.1038/srep02678 |
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author | Yan, Xiao-Yong Han, Xiao-Pu Wang, Bing-Hong Zhou, Tao |
author_facet | Yan, Xiao-Yong Han, Xiao-Pu Wang, Bing-Hong Zhou, Tao |
author_sort | Yan, Xiao-Yong |
collection | PubMed |
description | Uncovering human mobility patterns is of fundamental importance to the understanding of epidemic spreading, urban transportation and other socioeconomic dynamics embodying spatiality and human travel. According to the direct travel diaries of volunteers, we show the absence of scaling properties in the displacement distribution at the individual level,while the aggregated displacement distribution follows a power law with an exponential cutoff. Given the constraint on total travelling cost, this aggregated scaling law can be analytically predicted by the mixture nature of human travel under the principle of maximum entropy. A direct corollary of such theory is that the displacement distribution of a single mode of transportation should follow an exponential law, which also gets supportive evidences in known data. We thus conclude that the travelling cost shapes the displacement distribution at the aggregated level. |
format | Online Article Text |
id | pubmed-3776193 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-37761932013-09-18 Diversity of individual mobility patterns and emergence of aggregated scaling laws Yan, Xiao-Yong Han, Xiao-Pu Wang, Bing-Hong Zhou, Tao Sci Rep Article Uncovering human mobility patterns is of fundamental importance to the understanding of epidemic spreading, urban transportation and other socioeconomic dynamics embodying spatiality and human travel. According to the direct travel diaries of volunteers, we show the absence of scaling properties in the displacement distribution at the individual level,while the aggregated displacement distribution follows a power law with an exponential cutoff. Given the constraint on total travelling cost, this aggregated scaling law can be analytically predicted by the mixture nature of human travel under the principle of maximum entropy. A direct corollary of such theory is that the displacement distribution of a single mode of transportation should follow an exponential law, which also gets supportive evidences in known data. We thus conclude that the travelling cost shapes the displacement distribution at the aggregated level. Nature Publishing Group 2013-09-18 /pmc/articles/PMC3776193/ /pubmed/24045416 http://dx.doi.org/10.1038/srep02678 Text en Copyright © 2013, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by/3.0/ This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by/3.0/ |
spellingShingle | Article Yan, Xiao-Yong Han, Xiao-Pu Wang, Bing-Hong Zhou, Tao Diversity of individual mobility patterns and emergence of aggregated scaling laws |
title | Diversity of individual mobility patterns and emergence of aggregated scaling laws |
title_full | Diversity of individual mobility patterns and emergence of aggregated scaling laws |
title_fullStr | Diversity of individual mobility patterns and emergence of aggregated scaling laws |
title_full_unstemmed | Diversity of individual mobility patterns and emergence of aggregated scaling laws |
title_short | Diversity of individual mobility patterns and emergence of aggregated scaling laws |
title_sort | diversity of individual mobility patterns and emergence of aggregated scaling laws |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3776193/ https://www.ncbi.nlm.nih.gov/pubmed/24045416 http://dx.doi.org/10.1038/srep02678 |
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