Mining web data to create online navigation recommendations

被引:5
|
作者
Velásquez, JD [1 ]
Bassi, A [1 ]
Yasuda, H [1 ]
Aoki, T [1 ]
机构
[1] Univ Tokyo, Res Ctr Adv Sci & Technol, Tokyo, Japan
关键词
D O I
10.1109/ICDM.2004.10019
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A system to provide online navigation recommendation for web visitors is introduced. We call visitor the anonymous user i.e., when only data about her/his browsing behavior (web logs) are available. We first apply clustering techniques over a large sample of web data. Next, from the significant patterns that are discovered, a set of rules about how to use them is created Finally, comparing the current web visitor session with the patterns, online navigation recommendations are proposed using the mentioned rules. The system was tested using data from a real web site, showing its effectiveness.
引用
收藏
页码:551 / 554
页数:4
相关论文
共 50 条
  • [1] Testing online navigation recommendations in a web site
    Velasquez, Juan D.
    Palade, Vasile
    KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 3, PROCEEDINGS, 2006, 4253 : 487 - 496
  • [2] Efficient data mining for web navigation patterns
    Xing, DS
    Shen, JY
    INFORMATION AND SOFTWARE TECHNOLOGY, 2004, 46 (01) : 55 - 63
  • [3] Applications of Data Mining in Online Retailing: A Case for Mining Prefix-Ordered Web Site Navigation Paths
    Yeung, W. L.
    2014 2ND INTERNATIONAL CONFERENCE ON SYSTEMS AND INFORMATICS (ICSAI), 2014, : 943 - 947
  • [4] A Data Mining Approach for Developing Online Streaming Recommendations
    Liao, Shu-Hsien
    Widowati, Retno
    Chang, Hao-Yu
    APPLIED ARTIFICIAL INTELLIGENCE, 2021, 35 (15) : 2204 - 2227
  • [5] Data mining for navigation generating system with unorganized web resources
    Purwitasari, Diana
    Okazaki, Yasuhisa
    Watanabe, Kenzi
    KNOWLEDGE - BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2008, 5177 : 598 - 605
  • [6] Mining the Web to create specialized glossaries
    Velardi, Paola
    Navigli, Roberto
    D'Amadio, Pierluigi
    IEEE INTELLIGENT SYSTEMS, 2008, 23 (05) : 18 - 25
  • [7] Perceptual navigation in web mining
    Elsayed, Adel
    ONLINE INFORMATION REVIEW, 2008, 32 (02) : 211 - 220
  • [8] Mining Web Graphs for Recommendations
    Ma, Hao
    King, Irwin
    Lyu, Michael Rung-Tsong
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2012, 24 (06) : 1051 - 1064
  • [9] Mining Recommendations From The Web
    Shani, Guy
    Chickering, Max
    Meek, Christopher
    RECSYS'08: PROCEEDINGS OF THE 2008 ACM CONFERENCE ON RECOMMENDER SYSTEMS, 2008, : 35 - 42
  • [10] Web + Data Mining = Web Mining
    Kilian Stoffel
    HMD Praxis der Wirtschaftsinformatik, 2009, 46 (4) : 6 - 20