Mobile phone data for inferring social network structure

被引:39
作者
Eagle, Nathan [1 ]
Pentland, Alex [2 ]
Lazer, David [3 ]
机构
[1] MIT, MIT Design Lab, Cambridge, MA 02139 USA
[2] MIT, MIT Media Lab, Cambridge, MA 02139 USA
[3] Harvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
来源
SOCIAL COMPUTING, BEHAVIORAL MODELING AND PREDICTION | 2008年
关键词
D O I
10.1007/978-0-387-77672-9_10
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We analyze 330,000 hours of continuous behavioral data logged by the mobile phones of 94 subjects, and compare these observations with self-report relational data. The information from these two data sources is overlapping but distinct, and the accuracy of self-report data is considerably affected by such factors as the recency and salience of particular interactions. We present a new method for precise measurements of large-scale human behavior based on contextualized proximity and communication data alone, and identify characteristic behavioral signatures of relationships that allowed us to accurately predict 95% of the reciprocated friendships in the study. Using these behavioral signatures we can predict, in turn, individual-level outcomes such as job satisfaction.
引用
收藏
页码:79 / +
页数:3
相关论文
共 21 条
[1]  
Aiello W., 2000, Proceedings of the Thirty Second Annual ACM Symposium on Theory of Computing, P171, DOI 10.1145/335305.335326
[2]  
[Anonymous], 1993, Street corner society. The social estructura of an italian slum
[3]  
BERNARD WH, 1979, SOC NETWORKS, V2, P191
[4]   Randomized trial of supplementary interviewing techniques to enhance recall of sexual partners in contact interviews [J].
Brewer, DD ;
Potterat, JJ ;
Muth, SQ ;
Malone, PZ ;
Montoya, P ;
Green, DL ;
Rogers, HL ;
Cox, PA .
SEXUALLY TRANSMITTED DISEASES, 2005, 32 (03) :189-193
[5]   Network inference, error, and informant (in)accuracy: a Bayesian approach [J].
Butts, CT .
SOCIAL NETWORKS, 2003, 25 (02) :103-140
[6]  
CARLEY KM, 1996, SOC NETWORKS, V15, P377
[7]  
Durkheim Emile., 1966, Suicide, a Study in Sociology
[8]   Reality mining: sensing complex social systems [J].
Eagle, Nathan ;
Pentland, Alex .
PERSONAL AND UBIQUITOUS COMPUTING, 2006, 10 (04) :255-268
[9]   Scale-free topology of e-mail networks [J].
Ebel, H ;
Mielsch, LI ;
Bornholdt, S .
PHYSICAL REVIEW E, 2002, 66 (03) :1-035103
[10]  
Faust K., 1994, SOCIAL NETWORK ANAL, V249