Incorporating Collaborative Bookmark Recommendation with Social Network Analysis

被引:0
作者
Huang, C. -L. [1 ]
Ho, J. -H. [1 ]
机构
[1] Natl Kaohsiung First Univ Sci & Technol, Dept Informat Management, Kaohsiung, Taiwan
来源
DATA: PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON DATA MANAGEMENT TECHNOLOGIES AND APPLICATIONS | 2016年
关键词
Social Tagging; Social Network; Recommender Systems; Collaborative Recommender Systems; Content-based Recommender Systems; Personalization; Social Bookmark Sharing; SYSTEMS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Users collect internet resources and follow other users on the social bookmark sharing websites. Based on the interest-based social network, a hybrid recommender system incorporating collaborative and content-based filtering was built to suggest bookmark resources in this study. In the collaborative filtering, the recommender system discovers collaborative users who have similar interest with the target user; in the content-based filtering, the recommender system suggests bookmark items to the target user. An experiment was conducted to demonstrate the performances of the proposed system based on the dataset collected from a famous social bookmark sharing website.
引用
收藏
页码:65 / 70
页数:6
相关论文
共 12 条
  • [1] [Anonymous], 22 INT C DAT EXP SYS
  • [2] [Anonymous], P 1994 ACM C COMP SU
  • [3] Fab: Content-based, collaborative recommendation
    Balabanovic, M
    Shoham, Y
    [J]. COMMUNICATIONS OF THE ACM, 1997, 40 (03) : 66 - 72
  • [4] Dalkir K., 2005, KNOWLEDGE MANAGEMENT
  • [5] Usage patterns of collaborative tagging systems
    Golder, SA
    Huberman, BA
    [J]. JOURNAL OF INFORMATION SCIENCE, 2006, 32 (02) : 198 - 208
  • [6] Utilizing user tag-based interests in recommender systems for social resource sharing websites
    Huang, Cheng-Lung
    Yeh, Po-Han
    Lin, Cheng-Wei
    Wu, Den-Cing
    [J]. KNOWLEDGE-BASED SYSTEMS, 2014, 56 : 86 - 96
  • [7] Handling sequential pattern decay: Developing a two-stage collaborative recommender system
    Huang, Cheng-Lung
    Huang, Wei-Liang
    [J]. ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS, 2009, 8 (03) : 117 - 129
  • [8] Discovering shared conceptualizations in folksonomies
    Jaeschke, Robert
    Hotho, Andreas
    Schmitz, Christoph
    Ganter, Bernhard
    Stumme, Gerd
    [J]. JOURNAL OF WEB SEMANTICS, 2008, 6 (01): : 38 - 53
  • [9] Collaborative filtering based on collaborative tagging for enhancing the quality of recommendation
    Kim, Heung-Nam
    Ji, Ae-Ttie
    Ha, Inay
    Jo, Geun-Sik
    [J]. ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS, 2010, 9 (01) : 73 - 83
  • [10] Lang K., 1995, P 12 INT C MACHINE L, P331