Mobility and sociocultural events in mobile phone data records

被引:5
|
作者
Ponieman, Nicolas B. [1 ]
Sarraute, Carlos [1 ]
Minnoni, Martin [1 ]
Travizano, Matias [1 ]
Zivic, Pablo Rodriguez [2 ]
Salles, Alejo [3 ,4 ,5 ]
机构
[1] Grandata Labs, Buenos Aires, DF, Argentina
[2] Univ Buenos Aires, Dept Comp Sci, Buenos Aires, DF, Argentina
[3] Univ Buenos Aires, Dept Phys, Buenos Aires, DF, Argentina
[4] Univ Buenos Aires, Inst Calculo, Buenos Aires, DF, Argentina
[5] Consejo Nacl Invest Cient & Tecn, RA-1033 Buenos Aires, DF, Argentina
关键词
Human mobility; human predictability; social phenomena; PREDICTABILITY;
D O I
10.3233/AIC-150687
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The massive amounts of geolocation data collected from mobile phone records have sparked an ongoing effort to understand and predict the mobility patterns of human beings. In this work, we study the extent to which social phenomena are reflected in mobile phone data, providing some proof-of-principle examples. We illustrate in various ways how these events are reflected in the data, and show how information about the events can be used to improve predictability in a simple model for a mobile phone user's location. We further propose a method for the automatic detection of such events and discuss their relation to the social fabric as derived from mobile phone communications.
引用
收藏
页码:77 / 86
页数:10
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