Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Cao, Jinzhou, Li, Qingquan, Tu, Wei, Wang, Feilong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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
_version_ 1783411270051954688
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