Human mobility;
Spatio-temporal knowledge processing;
Online social networks;
COVID-19;
CENTRALITY;
D O I:
10.1007/s10707-021-00460-z
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
During the last years, the analysis of spatio-temporal data extracted from Online Social Networks (OSNs) has become a prominent course of action within the human-mobility mining discipline. Due to the noisy and sparse nature of these data, an important effort has been done on validating these platforms as suitable mobility proxies. However, such a validation has been usually based on the computation of certain features from the raw spatio-temporal trajectories extracted from OSN documents. Hence, there is a scarcity of validation studies that evaluate whether geo-tagged OSN data are able to measure the evolution of the mobility in a region at multiple spatial scales. For that reason, this work proposes a comprehensive comparison of a nation-scale Twitter (TWT) dataset and an official mobility survey from the Spanish National Institute of Statistics. The target time period covers a three-month interval during which Spain was heavily affected by the COVID-19 pandemic. Both feeds have been compared in this context by considering different mobility-related features and spatial scales. The results show that TWT could capture only a limited number features of the latent mobility behaviour of Spain during the study period.
机构:
College of Earth, Ocean, and Environment, University of Delaware, Newark, 19716, DECollege of Earth, Ocean, and Environment, University of Delaware, Newark, 19716, DE
Archer C.L.
Cervone G.
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机构:
Institute for Computational and Data Science, The Pennsylvania State University, University Park, 16802, PACollege of Earth, Ocean, and Environment, University of Delaware, Newark, 19716, DE
Cervone G.
Golbazi M.
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机构:
College of Earth, Ocean, and Environment, University of Delaware, Newark, 19716, DECollege of Earth, Ocean, and Environment, University of Delaware, Newark, 19716, DE
Golbazi M.
Al Fahel N.
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机构:
Biden School of Public Policy and Administration, University of Delaware, Newark, 19716, DECollege of Earth, Ocean, and Environment, University of Delaware, Newark, 19716, DE
机构:
UT Southwestern Med Ctr, Clin Informat Ctr, Dallas, TX USA
Texas Tech Univ Hlth Sci Ctr, Paul L Foster Sch Med, El Paso, TX USAUT Southwestern Med Ctr, Clin Informat Ctr, Dallas, TX USA
Diaz, Marlon I.
Medford, Richard J.
论文数: 0引用数: 0
h-index: 0
机构:
UT Southwestern Med Ctr, Clin Informat Ctr, Dallas, TX USAUT Southwestern Med Ctr, Clin Informat Ctr, Dallas, TX USA
Medford, Richard J.
Lehmann, Christoph U.
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h-index: 0
机构:
UT Southwestern Med Ctr, Clin Informat Ctr, Dallas, TX USAUT Southwestern Med Ctr, Clin Informat Ctr, Dallas, TX USA
Lehmann, Christoph U.
Petersen, Carolyn
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h-index: 0
机构:
Mayo Clin, Dept Artificial Intelligence & Informat, Rochester, MN USA
Mayo Clin, Dept Artificial Intelligence & Informat, 200 First St SW, Rochester, MN 55905 USAUT Southwestern Med Ctr, Clin Informat Ctr, Dallas, TX USA
机构:
Poznan Univ Med Sci, Dept Treatment Obes & Metab Disorders, Szamarzewskiego 84, PL-60569 Poznan, Poland
Poznan Univ Med Sci, Clin Dietet, Szamarzewskiego 84, PL-60569 Poznan, PolandPoznan Univ Med Sci, Dept Treatment Obes & Metab Disorders, Szamarzewskiego 84, PL-60569 Poznan, Poland
Kaminski, Mikolaj
Muth, Agnieszka
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机构:
Poznan Univ Med Sci, Fac Med 1, Poznan, PolandPoznan Univ Med Sci, Dept Treatment Obes & Metab Disorders, Szamarzewskiego 84, PL-60569 Poznan, Poland
Muth, Agnieszka
Bogdanski, Pawel
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机构:
Poznan Univ Med Sci, Dept Treatment Obes & Metab Disorders, Szamarzewskiego 84, PL-60569 Poznan, Poland
Poznan Univ Med Sci, Clin Dietet, Szamarzewskiego 84, PL-60569 Poznan, PolandPoznan Univ Med Sci, Dept Treatment Obes & Metab Disorders, Szamarzewskiego 84, PL-60569 Poznan, Poland
机构:
Fdn Nord Est, Via Torino 151-C, I-30172 Venice, ItalyFdn Nord Est, Via Torino 151-C, I-30172 Venice, Italy
Fano, Shira
Toschi, Gianluca
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h-index: 0
机构:
Fdn Nord Est, Via Torino 151-C, I-30172 Venice, Italy
CNR, IRCRES, Via Torino 151-C, I-30172 Venice, ItalyFdn Nord Est, Via Torino 151-C, I-30172 Venice, Italy
机构:
Oklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Harvard Univ, Ctr Geog Anal, Cambridge, MA 02138 USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Hu, Tao
Wang, Siqin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Queensland, Sch Earth & Environm Sci, St Lucia, Qld, AustraliaOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Wang, Siqin
She, Bing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Inst Social Res, Ann Arbor, MI 48109 USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
She, Bing
Zhang, Mengxi
论文数: 0引用数: 0
h-index: 0
机构:
Ball State Univ, Sch Hlth, Muncie, IN 47306 USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Zhang, Mengxi
Huang, Xiao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arkansas, Dept Geosci, Fayetteville, AR 72701 USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Huang, Xiao
Cui, Yunhe
论文数: 0引用数: 0
h-index: 0
机构:
Univ Connecticut, Dept Geog, Storrs, CT USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Cui, Yunhe
Khuri, Jacob
论文数: 0引用数: 0
h-index: 0
机构:
Seton Hill Univ, Greensburg, Lake Erie Coll Osteopath Med, Greensburg, PA USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Khuri, Jacob
Hu, Yaxin
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, Sch Resource & Environm Sci, Wuhan, Peoples R ChinaOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Hu, Yaxin
Fu, Xiaokang
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan, Peoples R ChinaOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Fu, Xiaokang
Wang, Xiaoyue
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan, Peoples R ChinaOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Wang, Xiaoyue
Wang, Peixiao
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan, Peoples R ChinaOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Wang, Peixiao
Zhu, Xinyan
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan, Peoples R ChinaOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Zhu, Xinyan
Bao, Shuming
论文数: 0引用数: 0
h-index: 0
机构:
China Data Inst, Ann Arbor, MI USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Bao, Shuming
Guan, Wendy
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Ctr Geog Anal, Cambridge, MA 02138 USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
Guan, Wendy
Li, Zhenlong
论文数: 0引用数: 0
h-index: 0
机构:
Univ South Carolina, Dept Geog, Geoinformat & Big Data Res Lab, Columbia, SC 29208 USAOklahoma State Univ, Dept Geog, Stillwater, OK 74078 USA
机构:
Northeastern Univ, Bouve Coll Hlth Sci, Coll Arts Media & Design, 360 Huntington Ave,216 Lake Hall, Boston, MA 02115 USANortheastern Univ, Bouve Coll Hlth Sci, Coll Arts Media & Design, 360 Huntington Ave,216 Lake Hall, Boston, MA 02115 USA
Glowacki, Elizabeth M.
Wilcox, Gary B.
论文数: 0引用数: 0
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机构:
Univ Texas Austin, Stan Richards Sch Advertising & Publ Relat, Austin, TX 78712 USANortheastern Univ, Bouve Coll Hlth Sci, Coll Arts Media & Design, 360 Huntington Ave,216 Lake Hall, Boston, MA 02115 USA
Wilcox, Gary B.
Glowacki, Joseph B.
论文数: 0引用数: 0
h-index: 0
机构:
Rowan Univ, Sch Osteopath Med, Stratford, NJ USANortheastern Univ, Bouve Coll Hlth Sci, Coll Arts Media & Design, 360 Huntington Ave,216 Lake Hall, Boston, MA 02115 USA