System Development & Application
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App. Res. of Comp. Printed Article
Vol. 36, 2019 No. 4
1093-1096,1100

Research and implementation of users’ terminal replacement prediction in mobile Internet

Fu Jing
Zhang Zhizhong
Chen Yuelong
Key Laboratory of Communication Networks & Testing Technology, Chongqing University of Posts & Telecommunications, Chongqing 400065, China
DOI: 10.19734/j.issn.1001-3695.2017.12.0781

Abstract

In order to solve the low efficiency and practical application of predicting the potential phone replacement user, this paper designed and built a phone replacement prediction system based on big data platform. This system firstly captured signaling data from multiple network interface and collected external data. Through the parse platform, the data from network interface would be distributed, decoded, synthesized and correlated, and the external data would be processed by ETL tools, and then storing processed data into HDFS. Further, this paper established a phone replacement prediction model, which based on logistic regression, using spark components in the big data platform and output the potential phone replacement users. Finally, this paper chose part of the western city's user data for system testing. The result shows that the prediction accuracy of the phone replacement prediction system is up to 71%. It can preferably recognize potential phone replacement users, and provide reliable support for the precise marketing of operators and mobile phone manufacturers.

Foundation Support

国家科技重大专项资助项目(2015ZX03001013)
国家教育部—中移动科研基金资助项目(MCM20150508)
重庆市重点产业共性关键技术创新重大主题专项资助项目(cstc2017zdcy-zdzx0030)
重庆高校创新团队资助项目(KJTD201312)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2017.12.0781
Publish at: Application Research of Computers Printed Article, Vol. 36, 2019 No. 4
Section: System Development & Application
Pages: 1093-1096,1100
Serial Number: 1001-3695(2019)04-030-1093-04

Publish History

[2019-04-05] Printed Article

Cite This Article

符静, 张治中, 陈粤龙. 移动互联网用户终端换机预测的研究与实现 [J]. 计算机应用研究, 2019, 36 (4): 1093-1096,1100. (Fu Jing, Zhang Zhizhong, Chen Yuelong. Research and implementation of users’ terminal replacement prediction in mobile Internet [J]. Application Research of Computers, 2019, 36 (4): 1093-1096,1100. )

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  • Application Research of Computers Monthly Journal
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Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

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