Collaborative Filtering Algorithm in Pictures Recommendation Based on SVD

被引:1
|
作者
Xiong Yaohua [1 ]
Li Hanxi [1 ]
机构
[1] Dalian Neusoft Univ Informat, Dalian 116023, Liaoning, Peoples R China
来源
2018 INTERNATIONAL CONFERENCE ON ROBOTS & INTELLIGENT SYSTEM (ICRIS 2018) | 2018年
关键词
Collaborative Filtering; Pictures Recommendation; SVD; Similarity Degree;
D O I
10.1109/ICRIS.2018.00074
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Under the environment of information exploding, how to find pictures from the massive information to meet their own needs, has been a major factor restricting the efficiency of UI designers. In order to reduce the cost of maintaining style consistence of UI for designers, this paper proposes a recommendation algorithm of pictures having the same style based on SVD collaborative filtering. This algorithm computes rating matrix by 0 or 1 according to whether the images are used or not, and it calculates the similarity of pictures which have been used and which have not during each new design process to predict whether they are in the same style, and optimize the calculation by SVD. It is shown in the experimental results that this algorithm is effective and it can recommend pictures of high-quality after being optimized by SVD.
引用
收藏
页码:262 / 265
页数:4
相关论文
共 50 条
  • [31] An Improved Collaborative Filtering Recommendation Algorithm
    Wang Hong-xia
    2019 4TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA ANALYTICS (ICBDA 2019), 2019, : 431 - 435
  • [32] An Improved Collaborative Filtering Recommendation Algorithm
    Wan, Li-Yong
    Xia, Lei
    PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS, ENVIRONMENT, BIOTECHNOLOGY AND COMPUTER (MMEBC), 2016, 88 : 1354 - 1357
  • [33] An improved collaborative filtering recommendation algorithm
    Liao Shaowen
    Chen Yong
    2017 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA), 2017, : 204 - 208
  • [34] SVD++ Recommendation Algorithm Based on Backtracking
    Wang, Shijie
    Sun, Guiling
    Li, Yangyang
    INFORMATION, 2020, 11 (07)
  • [35] The Research of Doctors Recommendation Algorithm based on Clustering and Collaborative Filtering
    Wang, Chen
    Xu, Man
    PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT 2016: THEORY AND APPLICATION OF INDUSTRIAL ENGINEERING, 2017, : 233 - 237
  • [36] Parallel Collaborative Filtering Recommendation Algorithm based on Cloud Computing
    Zhang, Guohua
    Bao, Feng
    Bai, Sheng
    INTERNATIONAL JOURNAL OF GRID AND DISTRIBUTED COMPUTING, 2016, 9 (07): : 169 - 176
  • [37] Collaborative Filtering Recommendation Model Based on Fuzzy Clustering Algorithm
    Yang, Ye
    Zhang, Yunhua
    6TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN, MANUFACTURING, MODELING AND SIMULATION (CDMMS 2018), 2018, 1967
  • [38] A Collaborative Filtering Recommendation Algorithm Based on Dynamic and Reliable Neighbors
    Zheng, Shang
    Shen, YongJun
    Zhang, GuiDong
    Gao, YiYu
    PROCEEDINGS OF 2015 6TH IEEE INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE, 2015, : 690 - 693
  • [39] An improved clustering-based collaborative filtering recommendation algorithm
    Liu Xiaojun
    Cluster Computing, 2017, 20 : 1281 - 1288
  • [40] AN IMPROVED COLLABORATIVE FILTERING RECOMMENDATION ALGORITHM BASED ON FACTOR OF CREDIT
    Tong, Haiwei
    Lv, Tingjie
    Huang, Pei
    2009 IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT, PROCEEDINGS, 2009, : 424 - +