Web Caching Replacement Algorithm Based on Web Usage Data

被引:6
|
作者
Jarukasemratana, Sorn [1 ]
Murata, Tsuyoshi [1 ]
机构
[1] Tokyo Inst Technol, Dept Comp Sci, Grad Sch Informat Sci & Engn, Meguro Ku, Tokyo 1528552, Japan
关键词
Web Caching Replacement Algorithm; Web Usage Mining; Web Browsing; Least Recently Used Algorithm;
D O I
10.1007/s00354-013-0404-z
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Web caching is one of the fundamental techniques for reducing bandwidth usage and download time while browsing the World Wide Web. In this research, we provide an improvement in web caching by combining the result of web usage mining with traditional web caching techniques. Web cache replacement policy is used to select which object should be removed from the cache when the cache is full and which new object should be put into the cache. There are several attributes used for selecting the object to be removed, such as the size of the object, the number of times the object was used, and the time when the object was added into the cache. However, the flaw in these previous approaches is that each object is treated separately without considering the relation among those objects. We have developed a system that can record users' browsing behavior at the resources level. By using information gathered from this system, we can improve web cache replacement policy so that the number of cache hits will increase, resulting in a faster web browsing experience and less data bandwidth, especially at lower cache storage environments such as on smart phones.
引用
收藏
页码:311 / 329
页数:19
相关论文
共 50 条
  • [31] Research on Improved Clustering Algorithm on Web Usage Mining based on Scientific Analysis of Web Materials
    Li, Bin
    Yang, Jin
    Liu, Caiming
    Zhang, Jiandong
    Zhang, Yan
    [J]. ADVANCED RESEARCH ON MECHANICAL ENGINEERING, INDUSTRY AND MANUFACTURING ENGINEERING, PTS 1 AND 2, 2011, 63-64 : 863 - +
  • [32] Web Usage Data Clustering using Dbscan algorithm and Set similarities
    Santhisree, K.
    Damodaram, A.
    Appaji, S.
    NagarjunaDevi, D.
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON DATA STORAGE AND DATA ENGINEERING (DSDE 2010), 2010, : 220 - 224
  • [33] Caching XML data on mobile web clients
    Böttcher, S
    Türling, A
    [J]. IC'04: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTERNET COMPUTING, VOLS 1 AND 2, 2004, : 150 - 156
  • [34] Home based cooperative web caching
    Zu, M
    Subhlok, J
    Shen, S
    Zhang, Y
    [J]. 7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XIII, PROCEEDINGS: SYSTEMICS, CYBERNETICS AND INFORMATICS: TECHNOLOGIES AND APPLICATIONS, 2003, : 172 - 177
  • [35] Intelligent Cache Replacement Algorithm for Web Proxy Caching based on Multi-level K-means Clustering
    Al-Qtiemat, Eman
    Jafar, Iyad
    [J]. 2021 IEEE JORDAN INTERNATIONAL JOINT CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION TECHNOLOGY (JEEIT), 2021, : 278 - 282
  • [36] Association rule based data mining agents for personalized web caching
    Mohan, SR
    Park, EK
    Han, YJ
    [J]. PROCEEDINGS OF THE 29TH ANNUAL INTERNATIONAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE, WORKSHOPS AND FAST ABSTRACTS, 2005, : 37 - 38
  • [37] Replacement Strategy of Web Cache Based on Data Mining
    Zhang, Jing
    [J]. 2015 10TH INTERNATIONAL CONFERENCE ON P2P, PARALLEL, GRID, CLOUD AND INTERNET COMPUTING (3PGCIC), 2015, : 821 - 823
  • [38] Knowledge discovery from web usage data: A novel approach for prefetching of web pages based on art neural network clustering algorithm
    Raju, G. T.
    Satyanarayana, P. S.
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2008, 4 (04): : 897 - 904
  • [39] An object replacement strategy for global performance in distributed web caching
    Wijesundara, MN
    Tay, TT
    [J]. 2003 INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, VOL 1 AND 2, PROCEEDINGS, 2003, : 1687 - 1690
  • [40] Web usage data mining agent
    Madiraju, P
    Zhang, YQ
    [J]. DATA MINING AND KNOWLEDGE DISCOVERY: THEORY, TOOLS AND TECHNOLOGY IV, 2002, 4730 : 224 - 228