Dynamic User Profile-Based Job Recommender System

被引:0
|
作者
Hong, Wenxing [1 ]
Zheng, Siting [1 ]
Wang, Huan [1 ]
机构
[1] Xiamen Univ, Sch Informat Sci & Technol, Xiamen, Peoples R China
关键词
Dynamic user profile; feature selection; hybrid recommendation; e-recruitment system;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we propose a dynamic user profile-based job recommender system. To address the challenge that the job applicants do not update the user profile in a timely manner, we update and extend the user profile dynamically based on the historical applied jobs and behaviors of job applicants. In particular, the statistical results of basic features in the applied jobs are used to update the job applicants'. In addition, feature selection is employed in the text information of jobs that applied by the job applicant for extending the feature. Then a hybrid recommendation algorithm is employed according to the characteristics of user profiles for achieving the dynamic recommendation.
引用
收藏
页码:1499 / 1503
页数:5
相关论文
共 50 条
  • [31] Privacy Preserving User-based Recommender System
    Badsha, Shahriar
    Yi, Xun
    Khalil, Ibrahim
    Bertino, Elisa
    2017 IEEE 37TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS 2017), 2017, : 1074 - 1083
  • [32] DiXeminator:: A profile-based selective dissemination system for XML documents
    Bertino, E
    Guerrini, G
    Mesiti, M
    CURRENT TRENDS IN DATABASE TECHNOLOGY - EDBT 2004 WORKSHOPS, PROCEEDINGS, 2004, 3268 : 578 - 587
  • [33] Profile-based authorship analysis
    Dunn, Jonathan
    Argamon, Shlomo
    Rasooli, Amin
    Kumar, Geet
    DIGITAL SCHOLARSHIP IN THE HUMANITIES, 2016, 31 (04) : 689 - 710
  • [34] A collaborative recommender system based on user association clusters
    Hwang, CS
    Tsai, PJ
    WEB INFORMATION SYSTEMS ENGINEERING - WISE 2005, 2005, 3806 : 463 - 469
  • [35] User evaluation of a market-based recommender system
    Yan Zheng Wei
    Nicholas R. Jennings
    Luc Moreau
    Wendy Hall
    Autonomous Agents and Multi-Agent Systems, 2008, 17 : 251 - 269
  • [36] User evaluation of a market-based recommender system
    Wei, Yan Zheng
    Jennings, Nicholas R.
    Moreau, Luc
    Hall, Wendy
    AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS, 2008, 17 (02) : 251 - 269
  • [37] A Bayesian matrix factorization model for dynamic user embedding in recommender system
    Zhang, Kaihan
    Wang, Zhiqiang
    Liang, Jiye
    Zhao, Xingwang
    FRONTIERS OF COMPUTER SCIENCE, 2022, 16 (05)
  • [38] A profile-based strategy for managing user mobility in third-generation mobile systems
    Quintero, A
    Garcia, O
    IEEE COMMUNICATIONS MAGAZINE, 2004, 42 (09) : 134 - 139
  • [39] A Bayesian matrix factorization model for dynamic user embedding in recommender system
    Kaihan ZHANG
    Zhiqiang WANG
    Jiye LIANG
    Xingwang ZHAO
    Frontiers of Computer Science, 2022, 16 (05) : 221 - 223
  • [40] A Bayesian matrix factorization model for dynamic user embedding in recommender system
    Kaihan Zhang
    Zhiqiang Wang
    Jiye Liang
    Xingwang Zhao
    Frontiers of Computer Science, 2022, 16