Research on Path Completion Technique in Web Usage Mining

被引:21
|
作者
Li, Yan [1 ]
Feng, Boqin [1 ]
Mao, Qinjiao [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian, Shaanxi, Peoples R China
关键词
Web Usage Mining; Data Preprocessing; Path Completion;
D O I
10.1109/ISCSCT.2008.151
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
An implementation of data preprocessing system for web usage mining and the details of algorithm for path completion are presented. After user session identification, the missing pages in user access paths are appended by using the referer-based method which is an effective solution to the problems introduced by using proxy servers and local caching. The reference length of pages in complete path is modified by considering the average reference length of auxiliary pages which is estimated in advance through the maximal forward references and the reference length algorithms. As verified by practical web access log, the proposed path completion algorithm efficiently appends the lost information and improves the reliability of access data for further web usage mining calculations.
引用
下载
收藏
页码:554 / 559
页数:6
相关论文
共 50 条
  • [1] A study of Path Completion Techniques in Web Usage Mining
    Honest, Nirali
    Patel, Atul
    Patel, Bankim
    2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMMUNICATION TECHNOLOGY CICT 2015, 2015, : 670 - 675
  • [2] Research on data preparation technique in web usage mining
    Liu, Fei
    INFORMATION TECHNOLOGY AND INDUSTRIAL ENGINEERING, VOLS 1 & 2, 2014, : 1129 - 1135
  • [3] Research and application in web usage mining of the incremental mining technique for association rule
    Zhang, SL
    Shi, ZZ
    INTELLIGENT INFORMATION PROCESSING II, 2005, 163 : 287 - 290
  • [4] Recent developments in Web Usage Mining research
    Facca, FM
    Lanzi, PL
    DATA WAREHOUSING AND KNOWLEDGE DISCOVERY, PROCEEDINGS, 2003, 2737 : 140 - 150
  • [5] Research on Web usage mining for electronic commerce
    Li, CF
    Lu, YS
    PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING, 2005, : 703 - 710
  • [6] A Novel Web Recommendation Model Based on the Web Usage Mining Technique
    Elsheweikh, Dalia L.
    JOURNAL OF ADVANCES IN INFORMATION TECHNOLOGY, 2023, 14 (05) : 1019 - 1028
  • [7] Application and research of web usage mining on electronic commerce
    School of Computer Science and Engineering, Xi'an University of Technology, Xi'an 710048, China
    Jisuanji Gongcheng, 2006, 7 (58-60):
  • [8] Research and development of data preprocessing in Web Usage Mining
    Li Chaofeng
    PROCEEDINGS OF THE 2006 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING, 2006, : 1311 - 1315
  • [9] Implementation of Classification Technique in Web Usage Mining of Banking Company
    Suharjito
    Diana
    Herianto
    2016 INTERNATIONAL SEMINAR ON INTELLIGENT TECHNOLOGY AND ITS APPLICATIONS (ISITIA): RECENT TRENDS IN INTELLIGENT COMPUTATIONAL TECHNOLOGIES FOR SUSTAINABLE ENERGY, 2016, : 211 - 218
  • [10] A Unified Model for Preprocessing and Clustering Technique for Web Usage Mining
    Pandian, P. Senthil
    Srinivasan, S.
    JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2016, 26 (3-5) : 205 - 220