Characterizing User Behavior in Mobile Internet

被引:69
|
作者
Yang, Jie [1 ]
Qia, Yuanyuan [1 ]
Zhang, Xinyu [1 ]
He, Haiyang [1 ]
Liu, Fang [1 ]
Cheng, Gang [2 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Informat & Commun Engn, Beijing Key Lab Network Syst Architecture & Conve, Beijing 100876, Peoples R China
[2] Microsoft, Redmond, WA 98052 USA
基金
中国国家自然科学基金;
关键词
Mobile Internet; network traffic; data usage; mobility pattern; user behavior; DYNAMICS; USAGE;
D O I
10.1109/TETC.2014.2381512
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Smart devices bring us the ubiquitous mobile accessing to Internet, making mobile Internet grow rapidly. Using the mobile traffic data collected at core metropolitan 2G and 3G networks of China over a week, this paper studies the mobile user behavior from three aspects: 1) data usage; 2) mobility pattern; and 3) application usage. We classify mobile users into different groups to study the resource consumption in mobile Internet. We observe that traffic heavy users and high mobility users tend to consume massive data and radio resources simultaneously. Both the data usage and the mobility pattern are closely related to the application access behavior of the users. Users can be clustered through their application usage behavior, and application categories can be identified by the ways to attract the users. Our analysis provides an comprehensive understanding of user behavior in mobile Internet, which may be used by network operators to design appropriate mechanisms in resource provision and mobility management for resource consumers based on different categories of applications.
引用
收藏
页码:95 / 106
页数:12
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