Enhancing Web Caching Using Web Usage Mining Techniques

被引:0
|
作者
Saidi, Samia [1 ]
Slimani, Yahya [1 ]
机构
[1] Univ Sci Tunis, Dept Comp Sci, Fac Sci Tunis, Tunis, Tunisia
关键词
Web caching; Web Usage Mining; Web log files; Web page components; Frequent closed itemsets;
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
Performance and other service quality attributes are crucial to user satisfaction of web services. Web Mining provides the key to un- derstanding web traffic behavior, which in turn explain the increasing interest in this domain and its high number of its possible applications. In this paper, we apply Web Usage Mining techniques to propose an intelligent caching solution with the goal of improving the quality of ser- vice of web sites. We found that empowering caching with a prefetching engine that predicates the components of pages to be used in the near future by users can enhance web sites performances. This is allowed by analyzing the historical of navigation of a web site reported in log files and by determining the set of components to be sollicitated in the future using frequent closed itemsets.
引用
收藏
页码:425 / 435
页数:11
相关论文
共 50 条
  • [1] The influence of caching on web usage mining
    Huysmans, J
    Baesens, B
    Vanthienen, J
    DATA MINING V: DATA MINING, TEXT MINING AND THEIR BUSINESS APPLICATIONS, 2004, 10 : 77 - 86
  • [2] A Novel Cache Replacement Policy for Web Proxy Caching System Using Web Usage Mining
    Sathiyamoorthi, V.
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY AND WEB ENGINEERING, 2016, 11 (02) : 1 - 13
  • [3] Enhancing web access using data mining techniques
    Vaisman, AA
    Dandretta, G
    Sapia, M
    14TH INTERNATIONAL WORKSHOP ON DATABASE AND EXPERT SYSTEMS APPLICATIONS, PROCEEDINGS, 2003, : 327 - 331
  • [4] A Survey on Web Usage Mining Techniques and Applications
    Suadaa, Lya Hulliyyatus
    2014 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY SYSTEMS AND INNOVATION (ICITSI), 2014, : 39 - 43
  • [5] The Integrating Between Web Usage Mining and Data Mining Techniques
    Nassar, Omer Adel
    Al Saiyd, Nedhal A.
    2013 5TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY (CSIT), 2013, : 243 - 247
  • [6] Mining Web Usage Using FRS
    Omar, Rosli
    Abdullah, Zainatul Shima
    PROCEEDINGS 2018 INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY FOR THE MUSLIM WORLD (ICT4M), 2018, : 301 - 304
  • [7] Creating Ontology for Intelligent Web by using Web Usage Mining
    Jha, Pooja
    Jaiswal, Arunima
    2016 6th International Conference - Cloud System and Big Data Engineering (Confluence), 2016, : 306 - 311
  • [8] 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
  • [9] A Survey Paper on Techniques and Applications of Web Usage Mining
    Jain, Subhi
    Rawat, Ruchira
    Bhandari, Bina
    2017 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN COMPUTING AND COMMUNICATION TECHNOLOGIES (ICETCCT), 2017, : 256 - 261
  • [10] Web Usage Mining: A Review on Process, Methods and Techniques
    Varnagar, Chintan R.
    Madhak, Nirali N.
    Kodinariya, Trupti M.
    Rathod, Jayesh N.
    2013 INTERNATIONAL CONFERENCE ON INFORMATION COMMUNICATION AND EMBEDDED SYSTEMS (ICICES), 2013, : 40 - 46