A framework for web usage mining on. anonymous logfile data

被引:0
|
作者
Säuberlich, F [1 ]
Huber, KP [1 ]
机构
[1] SAS Inst GmbH, D-69118 Heidelberg, Germany
关键词
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
In this paper we point out how important generalized views of consumer behaviour can be in real life applications. These views can be extracted by performing web usage mining on log file data from anonymous visitors. After discussing the raw data we describe how additional variables can be generated from common log files. By a combination of different data mining techniques like sequence analysis algorithms, cluster analysis, and neural networks it is possible to find out structural problems in web design, typical navigation paths of visitors who will register, or web pages visited together. We show how this information can be used to improve the important customer touch point web for anonymous visitors. We clarify this methodology by showing an example from a real life application.
引用
收藏
页码:309 / 318
页数:10
相关论文
共 50 条
  • [41] On the deployment of web usage mining
    Anand, SS
    Mulvenna, M
    Chevalier, K
    WEB MINING: FROM WEB TO SEMANTIC WEB, 2004, 3209 : 23 - 42
  • [42] Advances in web usage mining
    Pabarskaite, Z
    Raudys, A
    6TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XI, PROCEEDINGS: COMPUTER SCIENCE II, 2002, : 508 - 512
  • [43] Applying data mining techniques in intrusion detection system on web and analysis of web usage
    Al-Ahliyya Amman University, Amman, Jordan
    不详
    Inf. Technol. J., 2006, 1 (57-63):
  • [44] Web data mining Using XML and Agent Framework
    azam, S. Mukthyar
    Kumar, M. Kiran
    Rasool, Shaik
    Ajam, S. Jakir
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2010, 10 (05): : 175 - 180
  • [45] Adaptive Web sites by Web usage mining
    Fu, YJ
    Creado, M
    Shih, MY
    IC'2001: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTERNET COMPUTING, VOLS I AND II, 2001, : 28 - 34
  • [46] A web usage mining algorithm for web personalization
    Picariello, Antonio
    Sansone, Carlo
    INTELLIGENT DECISION TECHNOLOGIES-NETHERLANDS, 2008, 2 (04): : 219 - 230
  • [47] A framework for mining meaningful usage patterns within a semantically enhanced Web portal
    Adda, Mehdi
    Valtchev, Petko
    Missaoui, Rokia
    Djeraba, Chabane
    PROCEEDINGS OF THE THIRD C* CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING 2010 (C3S2E '10), 2010, : 138 - 147
  • [48] An Inclusive Survey on Data Preprocessing Methods Used in Web Usage Mining
    Bakariya, Brijesh
    Mohbey, Krishna K.
    Thakur, G. S.
    PROCEEDINGS OF SEVENTH INTERNATIONAL CONFERENCE ON BIO-INSPIRED COMPUTING: THEORIES AND APPLICATIONS (BIC-TA 2012), VOL 2, 2013, 202 : 407 - 416
  • [49] Review on Modern Data Preprocessing Techniques in Web Usage Mining (WUM)
    Sukumar, P.
    Robert, L.
    Yuvaraj, S.
    2016 INTERNATIONAL CONFERENCE ON COMPUTATION SYSTEM AND INFORMATION TECHNOLOGY FOR SUSTAINABLE SOLUTIONS (CSITSS), 2016, : 64 - 69
  • [50] Web Usage Mining Data Preprocessing and Multi Level Analysis on Moodle
    Sael, Nawal
    Marzak, Abdelaziz
    Behja, Hicham
    2013 ACS INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2013,