In accordance with regulations and requirements, the editorial department's website domain has been changed to arocmag.cn. The original domain (arocmag.com) will be discontinued after Dec. 31st, 2024.
See More
System Development & Application
|
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. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

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.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

Indexed & Evaluation

  • The Second National Periodical Award 100 Key Journals
  • Double Effect Journal of China Journal Formation
  • the Core Journal of China (Peking University 2023 Edition)
  • the Core Journal for Science
  • Chinese Science Citation Database (CSCD) Source Journals
  • RCCSE Chinese Core Academic Journals
  • Journal of China Computer Federation
  • 2020-2022 The World Journal Clout Index (WJCI) Report of Scientific and Technological Periodicals
  • Full-text Source Journal of China Science and Technology Periodicals Database
  • Source Journal of China Academic Journals Comprehensive Evaluation Database
  • Source Journals of China Academic Journals (CD-ROM Version), China Journal Network
  • 2017-2019 China Outstanding Academic Journals with International Influence (Natural Science and Engineering Technology)
  • Source Journal of Top Academic Papers (F5000) Program of China's Excellent Science and Technology Journals
  • Source Journal of China Engineering Technology Electronic Information Network and Electronic Technology Literature Database
  • Source Journal of British Science Digest (INSPEC)
  • Japan Science and Technology Agency (JST) Source Journal
  • Russian Journal of Abstracts (AJ, VINITI) Source Journals
  • Full-text Journal of EBSCO, USA
  • Cambridge Scientific Abstracts (Natural Sciences) (CSA(NS)) core journals
  • Poland Copernicus Index (IC)
  • Ulrichsweb (USA)