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App. Res. of Comp. Printed Article
Vol. 39, 2022 No. 11
3211-3219

Survey of research on point-of-interest recommendation methods based on location-based social networks

Li Zhenga,b,c
Huang Xueyuana
Yuan Kea
a. College of Computer & Information Engineering, b. Henan Key Laboratory of Big Data Analysis & Processing, c. Henan Spatial Information Processing Engineering Laboratory, Henan University, Kaifeng Henan 475004, China
DOI: 10.19734/j.issn.1001-3695.2022.03.0165

Abstract

Point of interest recommendation is one of the research hotspots in location-based social networks. Firstly, this paper analyzed the references about point-of-interest recommendation research from Web of science, then analyzed the factors that influenced point-of-interest recommendation. Furthermore, based on the analysis of traditional methods of point-of-interest recommendation, this paper mainly analyzed the methods of point-of-interest recommendation based on deep learning from two aspects: modeling of user historical check-in information and extraction of user social generated information. Finally, it looked forward to future research directions that might improve the performance of point-of-interest recommendation.

Foundation Support

国家自然科学基金资助项目(61402150,61806074)
河南省科技攻关计划资助项目(182102410063)
河南省高等学校重点科研项目计划(23A520016)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2022.03.0165
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 11
Section: Survey
Pages: 3211-3219
Serial Number: 1001-3695(2022)11-002-3211-09

Publish History

[2022-06-22] Accepted Paper
[2022-11-05] Printed Article

Cite This Article

李征, 黄雪原, 袁科. 基于位置社交网络的兴趣点推荐研究 [J]. 计算机应用研究, 2022, 39 (11): 3211-3219. (Li Zheng, Huang Xueyuan, Yuan Ke. Survey of research on point-of-interest recommendation methods based on location-based social networks [J]. Application Research of Computers, 2022, 39 (11): 3211-3219. )

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.

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