Mining web navigations for intelligence

被引：22
|
作者：
Wu, H [1 ]
Gordon, M
DeMaagd, K
Fan, WG
机构：
[1] Old Dominion Univ, Norfolk, VA 23529 USA
[2] Univ Michigan, Business Sch, Ann Arbor, MI 48103 USA
[3] Virginia Tech, Blacksburg, VA 24061 USA
来源：
DECISION SUPPORT SYSTEMS | 2006年 / 41卷 / 03期
关键词：
principal clusters analysis; intelligence; mining; trend analysis; navigation analysis; information overload; web community;
D O I：
10.1016/j.dss.2004.06.011
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The Internet is one of the fastest growing areas of intelligence gathering. We present a statistical approach, called principal clusters analysis, for analyzing millions of user navigations on the Web. This technique identifies prominent navigation clusters on different topics. Furthermore, it can determine information items that are useful starting points to explore a topic, as well as key documents to explore the topic in greater detail. Trends can be detected by observing navigation prominence over time. We apply this technique on a large popular website. The results show promise in web intelligence mining. (c) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码：574 / 591
页数：18
相关论文
共 50 条
  • [41] Designing Dependable Business Intelligence Solutions Using Agile Web Services Mining Architectures
    Prasad, A. V. Krishna
    Ramakrishna, S.
    Rani, B. Padmaja
    Kumar, M. Upendra
    Shravani, D.
    [J]. INFORMATION TECHNOLOGY AND MOBILE COMMUNICATION, 2011, 147 : 301 - +
  • [42] Web mining for Web personalization
    Eirinaki, Magdalini
    Vazirgiannis, Michalis
    [J]. ACM Transactions on Internet Technology, 2003, 3 (01) : 1 - 27
  • [43] Web mining
    Baeza-Yates, R
    [J]. Third Latin American Web Congress, Proceedings, 2005, : XXIII - XXIV
  • [44] Web Mining
    Ralf Walther
    [J]. Informatik-Spektrum, 2001, 24 (1) : 16 - 18
  • [45] Web mining
    Kohavi, R
    Masand, B
    Spiliopoulou, M
    Srivastava, J
    [J]. DATA MINING AND KNOWLEDGE DISCOVERY, 2002, 6 (01) : 5 - 8
  • [46] Web Mining
    Ron Kohavi
    Brij Masand
    Myra Spiliopoulou
    Jaideep Srivastava
    [J]. Data Mining and Knowledge Discovery, 2002, 6 : 5 - 8
  • [47] Navigations and congresses
    Glickman, N
    [J]. REVISTA IBEROAMERICANA, 2003, 69 (202): : 258 - 260
  • [48] Navigations in truth
    Rée, J
    [J]. TLS-THE TIMES LITERARY SUPPLEMENT, 2005, (5325): : 28 - 28
  • [49] Improving web sites with web usage mining, web content mining, and semantic analysis
    Norguet, JP
    Zimányi, E
    Steinberger, R
    [J]. SOFSEM 2006: THEORY AND PRACTICE OF COMPUTER SCIENCE, PROCEEDINGS, 2006, 3831 : 430 - 439
  • [50] Web Intelligence and Artificial Intelligence in Education
    Devedzik, V
    [J]. EDUCATIONAL TECHNOLOGY & SOCIETY, 2004, 7 (04): : 29 - 39
12345