Research on Personalized Book Recommendation Model for New Readers

被引:7
|
作者
Ji, Qi [1 ]
Song Yannan [1 ]
Shi, Liu [1 ]
Xiang, Liu [1 ]
机构
[1] Inner Mongolia Univ, Sch Comp, Hohhot, Peoples R China
关键词
collaborative filtering algorithm; cold start; book recommendation;
D O I
10.1109/ICISE.2018.00022
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, with the improvement of computing level, it is possible to provide personalized recommendation lists for users based on user behavior. Increasing number of books in library in university has an urgent demand for personalized book recommendation. A model is established by author using collaborative filtering algorithm, and targeting students who have never borrowed books from the library. The model generates the book recommendation lists for the target users by using their course selection records and existing borrowing data of known users. Finally, the paper compares the effects of different parameters setting in the algorithm.
引用
收藏
页码:78 / 81
页数:4
相关论文
共 50 条
  • [1] Research on Hybrid Recommendation Model for Personalized Recommendation Scenarios
    Ni, Wenkai
    Du, Yanhui
    Ma, Xingbang
    Lv, Haibin
    APPLIED SCIENCES-BASEL, 2023, 13 (13):
  • [2] Research on Personalized Recommendation Model for Mobile Advertising
    Gu Qi-wei
    Guo Peng
    2012 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, 2012, : 59 - 63
  • [3] Personalized Book Recommendation Based on a Deep Learning Model and Metadata
    Ng, Yiu-Kai
    Jung, Urim
    WEB INFORMATION SYSTEMS ENGINEERING - WISE 2019, 2019, 11881 : 162 - 178
  • [4] Research on Book Personalized Recommendation Method Based on Collaborative Filtering Algorithm
    Gao, Yuhe
    Huang, Can
    Hu, Mengqi
    Feng, Jianan
    Yang, Xiaoxue
    2018 4TH INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND MATERIAL APPLICATION, 2019, 252
  • [5] A Personalized Recommendation Algorithm for Semantic Classification of New Book Recommendation Services for University Libraries
    Pang, Nan
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [6] A new web service model of hybrid personalized recommendation
    Liao, Huichuan
    2013 NINTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2013, : 868 - 872
  • [7] \ A New Hybrid Popular Model for Personalized Tag Recommendation
    Wang, Jing
    Luo, Nianlong
    JOURNAL OF COMPUTERS, 2016, 11 (02) : 116 - 123
  • [8] PBR: A Personalized Book Resource Recommendation System
    Zhu, Yajie
    Xiong, Feng
    Xie, Qing
    Li, Lin
    Liu, Yongjian
    WEB AND BIG DATA (APWEB-WAIM 2018), PT I, 2018, 10987 : 475 - 479
  • [9] The Research and Application of MapReduce based Neighbor Model in Personalized Recommendation
    Peng JianXi
    Liu ZhiYuan
    MECHATRONICS, ROBOTICS AND AUTOMATION, PTS 1-3, 2013, 373-375 : 1674 - 1677
  • [10] Research on Personalized Courses Recommendation Technology Based on Hybrid Model
    Qi, T.
    Tong, G. X.
    INTERNATIONAL CONFERENCE ON ADVANCED EDUCATIONAL TECHNOLOGY AND INFORMATION ENGINEERING (AETIE 2015), 2015, : 746 - 753