CORC  > 北京大学  > 信息科学技术学院
Inferring Social Roles of Mobile Users Based on Communication Behaviors
Chen, Yipeng ; Li, Hongyan ; Zhang, Jinbo ; Miao, Gaoshan
2016
关键词Mobile communication network Social role
英文摘要Social roles of mobile users have widespread applications. However, most of users' social roles and other personal information are missing due to privacy and some other reasons, which makes it difficult to infer users' social roles precisely. Though mobile operators are lacking in information about users' social roles, they have mobile communication data which records users' communication behaviors. Since users with same social role have similar communication behaviors, it is possible to infer users' social roles based on their communication behaviors. This paper studies the problem of inferring social roles of mobile users from users' communication behaviors. A Mobile Communication Behaviors based framework (MCB) is proposed to infer social roles of mobile users. MCB solved the difficulties of inferring users' social roles with few labeled users, inaccurate label information, and few users' feature information. Our study is based on a real-world large mobile communication dataset and the experiment shows the accuracy and effectiveness of the method.; EI; CPCI-S(ISTP); lihy@cis.pku.edu.cn; 402-414; 9658
语种英语
出处17th International Conference on Web-Age Information Management (WAIM)
DOI标识10.1007/978-3-319-39937-9_31
内容类型其他
源URL[http://ir.pku.edu.cn/handle/20.500.11897/449561]  
专题信息科学技术学院
推荐引用方式
GB/T 7714
Chen, Yipeng,Li, Hongyan,Zhang, Jinbo,et al. Inferring Social Roles of Mobile Users Based on Communication Behaviors. 2016-01-01.
个性服务
查看访问统计
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。


©版权所有 ©2017 CSpace - Powered by CSpace