Geo-located Twitter as proxy for global mobility patterns

被引:466
作者
Hawelka, Bartosz [1 ,2 ]
Sitko, Izabela [1 ,2 ]
Beinat, Euro [1 ]
Sobolevsky, Stanislav [2 ]
Kazakopoulos, Pavlos [1 ]
Ratti, Carlo [2 ]
机构
[1] Salzburg Univ, GISsci Doctoral Coll, Dept Geoinformat Z GIS, A-5020 Salzburg, Austria
[2] MIT, SENSEable City Lab, Cambridge, MA 02139 USA
基金
美国国家科学基金会; 奥地利科学基金会;
关键词
geo-located Twitter; global mobility patterns; community detection; collective sensing; MIGRATION; GEOGRAPHY;
D O I
10.1080/15230406.2014.890072
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
Pervasive presence of location-sharing services made it possible for researchers to gain an unprecedented access to the direct records of human activity in space and time. This article analyses geo-located Twitter messages in order to uncover global patterns of human mobility. Based on a dataset of almost a billion tweets recorded in 2012, we estimate the volume of international travelers by country of residence. Mobility profiles of different nations were examined based on such characteristics as mobility rate, radius of gyration, diversity of destinations, and inflow-outflow balance. Temporal patterns disclose the universally valid seasons of increased international mobility and the particular character of international travels of different nations. Our analysis of the community structure of the Twitter mobility network reveals spatially cohesive regions that follow the regional division of the world. We validate our result using global tourism statistics and mobility models provided by other authors and argue that Twitter is exceptionally useful for understanding and quantifying global mobility patterns.
引用
收藏
页码:260 / 271
页数:12
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