CORC  > 北京大学  > 信息科学技术学院
MobileMiner: A Real World Case Study of Data Mining in Mobile Communication
Wang, Tengjiao ; Yang, Bishan ; Gao, Jun ; Yang, Dongqing ; Tang, Shiwei ; Wu, Haoyu ; Liu, Kedong ; Pei, Jian
2009
关键词Mobile communication data data stream mining sequence clustering community discovery
英文摘要Mobile communication data analysis has been often used as a background application to motivate many data mining problems. However, very few data mining researchers have a chance to see a working data mining system on real mobile communication data. In this demo, we showcase our new system MOBILEMINER on a real mobile communication data set, which presents a case study of business solutions using state-of-the-art data mining techniques. MOBILEMINER adaptively profiles users' behavior from,their calling and moving record streams. Customer segmentation and social community analysis can be conducted based on user profiles. We show how data mining techniques can help in mobile communication data analysis. Moreover, we also show some interesting observations which still cannot be mined by the current techniques, and thus may motivate new research and development.; Computer Science, Information Systems; EI; CPCI-S(ISTP); 0
语种英语
DOI标识10.1145/1559845.1559988
内容类型其他
源URL[http://ir.pku.edu.cn/handle/20.500.11897/406355]  
专题信息科学技术学院
推荐引用方式
GB/T 7714
Wang, Tengjiao,Yang, Bishan,Gao, Jun,et al. MobileMiner: A Real World Case Study of Data Mining in Mobile Communication. 2009-01-01.
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