An Overview on Web Usage Mining

被引:6
|
作者
Neelima, G. [1 ]
Rodda, Sireesha [2 ]
机构
[1] GMRIT, Srikakulam, AP, India
[2] GITAM Univ, Visakhapatnam, Andhra Pradesh, India
关键词
Web Usage Mining; Web server logs; Data Preprocessing; Pattern discovery;
D O I
10.1007/978-3-319-13731-5_70
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The prolific growth of web-based applications and the enormous amount of data involved therein led to the development of techniques for identifying patterns in the web data. Web mining refers to the application of data mining techniques to the World Wide Web. Web usage mining is the process of extracting useful information from web server logs based on the browsing and access patterns of the users. The information is especially valuable for business sites in order to achieve improved customer satisfaction. Based on the user's needs, Web Usage Mining discovers interesting usage patterns from web data in order to understand and better serve the needs of the web based application. Web Usage Mining is used to discover hidden patterns from weblogs. It consists of three phases like Preprocessing, pattern discovery and Pattern analysis. In this paper, we present each phase in detail, the process of extracting useful information from server log files and some of application areas of Web Usage Mining such as Education, Health, Human-computer interaction, and Social media
引用
收藏
页码:647 / 655
页数:9
相关论文
共 50 条
  • [1] An overview of preprocessing of Web log files for Web usage mining
    Department of Computer Science, SDNB Vaishnav College for Women, Chennai, Tamil Nadu, India
    不详
    不详
    J. Theor. Appl. Inf. Technol., 2 (178-185):
  • [2] An overview of data preprocessing in data and web usage mining
    Suresh, R. M.
    Padmajavalli, R.
    2006 1ST INTERNATIONAL CONFERENCE ON DIGITAL INFORMATION MANAGEMENT, 2006, : 193 - +
  • [3] Dissimilarities for web usage mining
    Rossi, Fabrice
    De Carvalho, Rancisco
    Lechevallier, Yves
    Da Silva, Alzennyr
    DATA SCIENCE AND CLASSIFICATION, 2006, : 39 - +
  • [4] Web usage data mining
    Ortega, Jose-Luis
    Aguillo, Isidro F.
    PROFESIONAL DE LA INFORMACION, 2009, 18 (01): : 20 - 26
  • [5] Analysis of web usage mining
    Hui Yu
    Zhongmin Lu
    PROCEEDINGS OF THE 2006 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING, 2006, : 1291 - 1296
  • [6] A tool for web usage mining
    Domenech, Jose M.
    Lorenzo, Javier
    INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2007, 2007, 4881 : 695 - +
  • [7] Frameworks for Web Usage Mining
    Kim, Haeng-Kon
    Lee, Roger Y.
    SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING AND PARALLEL/DISTRIBUTED COMPUTING, 2009, 209 : 121 - +
  • [8] Temporal web usage mining
    Hogo, M
    Snorek, M
    Lingras, P
    IEEE/WIC INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE, PROCEEDINGS, 2003, : 450 - 453
  • [9] On the deployment of web usage mining
    Anand, SS
    Mulvenna, M
    Chevalier, K
    WEB MINING: FROM WEB TO SEMANTIC WEB, 2004, 3209 : 23 - 42
  • [10] 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