Discovering the Geographical Borders of Human Mobility

被引:51
作者
Rinzivillo, Salvatore [3 ]
Mainardi, Simone [1 ]
Pezzoni, Fabio [2 ]
Coscia, Michele [3 ]
Pedreschi, Dino [4 ]
Giannotti, Fosca [3 ]
机构
[1] Univ Pisa, IET, Dept Informat Engn, Pisa, Italy
[2] Univ Pisa, Dept Informat Engn, Pisa, Italy
[3] CNR, ISTI, Pisa, Italy
[4] Univ Pisa, Dept Informat, Comp Sci, Pisa, Italy
来源
KUNSTLICHE INTELLIGENZ | 2012年 / 26卷 / 03期
关键词
Administrative Border; Census Sector; Geographical Border; Human Mobility; Human Mobility Pattern;
D O I
10.1007/s13218-012-0181-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The availability of massive network and mobility data from diverse domains has fostered the analysis of human behavior and interactions. Broad, extensive, and multidisciplinary research has been devoted to the extraction of non- trivial knowledge from this novel form of data. We propose a general method to determine the influence of social and mobility behavior over a specific geographical area in order to evaluate to what extent the current administrative borders represent the real basin of human movement. We build a network representation of human movement starting with vehicle GPS tracks and extract relevant clusters, which are then mapped back onto the territory, finding a good match with the existing administrative borders. The novelty of our approach is the focus on a detailed spatial resolution, we map emerging borders in terms of individual municipalities, rather than macro regional or national areas. We present a series of experiments to illustrate and evaluate the effectiveness of our approach.
引用
收藏
页码:253 / 260
页数:8
相关论文
共 27 条
[21]  
Rodriguez M. Gomez, 2010, P 16 ACM SIGKDD INT, P1019, DOI DOI 10.1145/1835804.1835933
[22]   Maps of random walks on complex networks reveal community structure [J].
Rosvall, Martin ;
Bergstrom, Carl T. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (04) :1118-1123
[23]   The Structure of Borders in a Small World [J].
Thiemann, Christian ;
Theis, Fabian ;
Grady, Daniel ;
Brune, Rafael ;
Brockmann, Dirk .
PLOS ONE, 2010, 5 (11)
[24]  
Wang D., 2011, P 17 ACM SIGKDD INT, P1100
[25]  
Yan X., 2002, ICDM
[26]  
Yan Z., 2011, EDBT, P259, DOI DOI 10.1145/1951365.1951398
[27]   RETRACTED: Design and Implementation of Low-Power Wireless Sensor Networks for Environmental Monitoring (Retracted Article) [J].
Yang, Jue ;
Li, Xinrong .
2010 IEEE INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND INFORMATION SECURITY (WCNIS), VOL 2, 2010, :593-+