An Improved User-Based Movie Recommendation Algorithm

被引:0
|
作者
Zhao, Dongping [1 ]
Xiu, Jiapeng [1 ]
Yang, Zhengqiu [1 ]
Liu, Chen [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Software Engn, Beijing, Peoples R China
关键词
improved user-based recommendation algorithm; usersimilarity; age; gender; RMSE;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper introduces an improved user-based movie recommendation algorithm based on the user-based recommendation algorithm, which rewrites usersimilarity by merging users' ages and genders into users' preference values on items. The RMSE (Root Mean Square Error) then is provided to indicate that the proposed algorithm is more accurate that the original one.
引用
收藏
页码:874 / 877
页数:4
相关论文
共 50 条
  • [21] Improving Diversity of User-Based Two-Step Recommendation Algorithm with Popularity Normalization
    Zhao, Xiangyu
    Chen, Wei
    Yang, Feng
    Liu, Zhongqiang
    [J]. DATABASE SYSTEMS FOR ADVANCED APPLICATIONS, DASFAA 2016, 2016, 9645 : 15 - 26
  • [22] Movie recommendation based on bridging movie feature and user interest
    Li, Jing
    Xu, Wentao
    Wan, Wenbo
    Sun, Jiande
    [J]. JOURNAL OF COMPUTATIONAL SCIENCE, 2018, 26 : 128 - 134
  • [23] Deep attention user-based collaborative filtering for recommendation
    Chen, Jie
    Wang, Xianshuang
    Zhao, Shu
    Qian, Fulan
    Zhang, Yanping
    [J]. NEUROCOMPUTING, 2020, 383 : 57 - 68
  • [24] An Efficient movie recommendation algorithm based on improved k-clique
    Vilakone, Phonexay
    Park, Doo-Soon
    Xinchang, Khamphaphone
    Hao, Fei
    [J]. HUMAN-CENTRIC COMPUTING AND INFORMATION SCIENCES, 2018, 8
  • [25] A personalized authoritative user-based recommendation for social tagging
    Wei, Jianliang
    Meng, Fei
    Arunkumar, N.
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 86 : 355 - 361
  • [26] "Persuade Me!" A User-based Recommendation System Approach
    Sanchez, Ruben
    Casado-Mansilla, Diego
    Borges, Cruz E.
    Lopez-de-Ipina, Diego
    [J]. 2019 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTING, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI 2019), 2019, : 1740 - 1745
  • [27] An improved user-based beach climate index
    R. Morgan
    E. Gatell
    R. Junyent
    A. Micallef
    E. Özhan
    A. T. Williams
    [J]. Journal of Coastal Conservation, 2000, 6 (1) : 41 - 50
  • [28] Improved user-based collaborative filtering algorithm with topic model and time tag
    Liu Na
    Lu Ying
    Tang Xiao-Jun
    Li Ming-Xia
    Wang, Chunli
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2020, 22 (2-3) : 181 - 189
  • [29] User-based Collaborative-Filtering Recommendation Algorithms on Hadoop
    Zhao, Zhi-Dan
    Shang, Ming-Sheng
    [J]. THIRD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING: WKDD 2010, PROCEEDINGS, 2010, : 478 - 481
  • [30] An improved collaborative recommendation algorithm based on optimized user similarity
    Chen, Hao
    Li, Zhongkun
    Hu, Wei
    [J]. JOURNAL OF SUPERCOMPUTING, 2016, 72 (07): : 2565 - 2578