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Characterizing preferred motif choices and distance impacts
People’s daily travels are structured and can be expressed as networks. Few studies explore how people organize their daily travels and which behavioral principles result in the choices of specific network types. In this study, we first reconstruct location networks and activity networks for numerou...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6467417/ https://www.ncbi.nlm.nih.gov/pubmed/30990848 http://dx.doi.org/10.1371/journal.pone.0215242 |
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author | Cao, Jinzhou Li, Qingquan Tu, Wei Wang, Feilong |
author_facet | Cao, Jinzhou Li, Qingquan Tu, Wei Wang, Feilong |
author_sort | Cao, Jinzhou |
collection | PubMed |
description | People’s daily travels are structured and can be expressed as networks. Few studies explore how people organize their daily travels and which behavioral principles result in the choices of specific network types. In this study, we first reconstruct location networks and activity networks for numerous individuals from high-resolution mobile phone positioning data and define frequent networks as motifs. The results suggest that 99.9% of people’s travels can be characterized by a limited set of location-based motifs and activity-based motifs. The results further reveal that the least effort principle governs the preferred motif choices through quantifying the rank-frequency properties. The scaling properties of distance characteristically impact motifs, and their scaling differences by node numbers and motif types coincide with the popularities of motifs, verifying the self-adaptions in motif choices; that is, although individuals travel with unique propensities, they always tend to choose the motif with the lowest consumption that satisfies their demand. |
format | Online Article Text |
id | pubmed-6467417 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-64674172019-05-03 Characterizing preferred motif choices and distance impacts Cao, Jinzhou Li, Qingquan Tu, Wei Wang, Feilong PLoS One Research Article People’s daily travels are structured and can be expressed as networks. Few studies explore how people organize their daily travels and which behavioral principles result in the choices of specific network types. In this study, we first reconstruct location networks and activity networks for numerous individuals from high-resolution mobile phone positioning data and define frequent networks as motifs. The results suggest that 99.9% of people’s travels can be characterized by a limited set of location-based motifs and activity-based motifs. The results further reveal that the least effort principle governs the preferred motif choices through quantifying the rank-frequency properties. The scaling properties of distance characteristically impact motifs, and their scaling differences by node numbers and motif types coincide with the popularities of motifs, verifying the self-adaptions in motif choices; that is, although individuals travel with unique propensities, they always tend to choose the motif with the lowest consumption that satisfies their demand. Public Library of Science 2019-04-16 /pmc/articles/PMC6467417/ /pubmed/30990848 http://dx.doi.org/10.1371/journal.pone.0215242 Text en © 2019 Cao et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Cao, Jinzhou Li, Qingquan Tu, Wei Wang, Feilong Characterizing preferred motif choices and distance impacts |
title | Characterizing preferred motif choices and distance impacts |
title_full | Characterizing preferred motif choices and distance impacts |
title_fullStr | Characterizing preferred motif choices and distance impacts |
title_full_unstemmed | Characterizing preferred motif choices and distance impacts |
title_short | Characterizing preferred motif choices and distance impacts |
title_sort | characterizing preferred motif choices and distance impacts |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6467417/ https://www.ncbi.nlm.nih.gov/pubmed/30990848 http://dx.doi.org/10.1371/journal.pone.0215242 |
work_keys_str_mv | AT caojinzhou characterizingpreferredmotifchoicesanddistanceimpacts AT liqingquan characterizingpreferredmotifchoicesanddistanceimpacts AT tuwei characterizingpreferredmotifchoicesanddistanceimpacts AT wangfeilong characterizingpreferredmotifchoicesanddistanceimpacts |