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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2016
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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. |
format | Online Article Text |
id | pubmed-4862004 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
record_format | MEDLINE/PubMed |
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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