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The promises of big data and small data for travel behavior (aka human mobility) analysis

The last decade has witnessed very active development in two broad, but separate fields, both involving understanding and modeling of how individuals move in time and space (hereafter called “travel behavior analysis” or “human mobility analysis”). One field comprises transportation researchers who...

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Detalles Bibliográficos
Autores principales: Chen, Cynthia, Ma, Jingtao, Susilo, Yusak, Liu, Yu, Wang, Menglin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4862004/
https://www.ncbi.nlm.nih.gov/pubmed/27182125
http://dx.doi.org/10.1016/j.trc.2016.04.005
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author Chen, Cynthia
Ma, Jingtao
Susilo, Yusak
Liu, Yu
Wang, Menglin
author_facet Chen, Cynthia
Ma, Jingtao
Susilo, Yusak
Liu, Yu
Wang, Menglin
author_sort Chen, Cynthia
collection PubMed
description The last decade has witnessed very active development in two broad, but separate fields, both involving understanding and modeling of how individuals move in time and space (hereafter called “travel behavior analysis” or “human mobility analysis”). One field comprises transportation researchers who have been working in the field for decades and the other involves new comers from a wide range of disciplines, but primarily computer scientists and physicists. Researchers in these two fields work with different datasets, apply different methodologies, and answer different but overlapping questions. It is our view that there is much, hidden synergy between the two fields that needs to be brought out. It is thus the purpose of this paper to introduce datasets, concepts, knowledge and methods used in these two fields, and most importantly raise cross-discipline ideas for conversations and collaborations between the two. It is our hope that this paper will stimulate many future cross-cutting studies that involve researchers from both fields.
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spelling pubmed-48620042017-07-01 The promises of big data and small data for travel behavior (aka human mobility) analysis Chen, Cynthia Ma, Jingtao Susilo, Yusak Liu, Yu Wang, Menglin Transp Res Part C Emerg Technol Article The last decade has witnessed very active development in two broad, but separate fields, both involving understanding and modeling of how individuals move in time and space (hereafter called “travel behavior analysis” or “human mobility analysis”). One field comprises transportation researchers who have been working in the field for decades and the other involves new comers from a wide range of disciplines, but primarily computer scientists and physicists. Researchers in these two fields work with different datasets, apply different methodologies, and answer different but overlapping questions. It is our view that there is much, hidden synergy between the two fields that needs to be brought out. It is thus the purpose of this paper to introduce datasets, concepts, knowledge and methods used in these two fields, and most importantly raise cross-discipline ideas for conversations and collaborations between the two. It is our hope that this paper will stimulate many future cross-cutting studies that involve researchers from both fields. 2016-07 /pmc/articles/PMC4862004/ /pubmed/27182125 http://dx.doi.org/10.1016/j.trc.2016.04.005 Text en http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Chen, Cynthia
Ma, Jingtao
Susilo, Yusak
Liu, Yu
Wang, Menglin
The promises of big data and small data for travel behavior (aka human mobility) analysis
title The promises of big data and small data for travel behavior (aka human mobility) analysis
title_full The promises of big data and small data for travel behavior (aka human mobility) analysis
title_fullStr The promises of big data and small data for travel behavior (aka human mobility) analysis
title_full_unstemmed The promises of big data and small data for travel behavior (aka human mobility) analysis
title_short The promises of big data and small data for travel behavior (aka human mobility) analysis
title_sort promises of big data and small data for travel behavior (aka human mobility) analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4862004/
https://www.ncbi.nlm.nih.gov/pubmed/27182125
http://dx.doi.org/10.1016/j.trc.2016.04.005
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