A matrix algorithm for Web Cache Pre-fetching

被引：1
|
作者：
Feng, Wenying [1 ]
Chen, Hua [1 ]
机构：
[1] Trent Univ, Dept Comp Sci Studies, Peterborough, ON K9J 7B8, Canada
来源：
6TH IEEE/ACIS INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE, PROCEEDINGS | 2007年
关键词：
Web Cache; LRU; machine learning; matrix; Pre-fetching;
D O I：
10.1109/ICIS.2007.28
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, we present a new Web Cache Pre-fetching scheme, the matrix algorithm. Our method is simple to implement and adopts the idea of machine learning into caching systems. To develop the simulation program, we propose and implement a topic request model on the client side that is also by matrix application. Results from the simulation show that our new algorithm significantly improves cache performance measured by hit rates.
引用
收藏
页码：788 / +
页数：2
相关论文
共 50 条
  • [1] An integration approach of data mining with web cache pre-fetching
    Fu, YJ
    Fu, HH
    Au, P
    PARALLEL AND DISTRIBUTED PROCESSING AND APPLICATIONS, PROCEEDINGS, 2004, 3358 : 59 - 63
  • [2] Exploiting image processing locality in cache pre-fetching
    Cucchiara, R
    Piccardi, M
    FIFTH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING, PROCEEDINGS, 1998, : 466 - 472
  • [3] Pre-fetching with the segmented LRU algorithm
    Pendse, R
    Bhagavathula, R
    42ND MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, PROCEEDINGS, VOLS 1 AND 2, 1999, : 862 - 865
  • [4] Temporal pre-fetching of dynamic web pages
    Lam, KY
    Ngan, CCH
    INFORMATION SYSTEMS, 2006, 31 (03) : 149 - 169
  • [5] Application of data mining in web pre-fetching
    Xu, BW
    Zhang, WF
    Song, W
    Yang, HJ
    Chang, CH
    INTERNATIONAL SYMPOSIUM ON MULTIMEDIA SOFTWARE ENGINEERING, PROCEEDINGS, 2000, : 372 - 377
  • [6] Data mining algorithms for web pre-fetching
    Zhang, WF
    Xu, BW
    Song, W
    Yang, HJ
    Liu, KC
    PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON WEB INFORMATION SYSTEMS ENGINEERING, VOL II, 2000, : 34 - 38
  • [7] A ROBUST PRE-FETCHING ALGORITHM FOR SCALABLE WEB CONTENTS AND ITS PERFORMANCE EVALUATION
    Su, Zhou
    Katto, Jiro
    Yasuda, Yasuhiko
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2009, 5 (11B): : 4275 - 4282
  • [8] Dynamic scheduling algorithm for streaming media based on the cache window and segment patch pre-fetching
    Yang, Ge
    Zhu, Xiao-Min
    Liao, Jian-Xin
    Huang, Hai
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2007, 29 (05): : 1198 - 1201
  • [9] Dynamic Web pre-fetching technique for latency reduction
    Nair, Achuthsankar S.
    Jayasudha, J. S.
    ICCIMA 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, VOL IV, PROCEEDINGS, 2007, : 202 - +
  • [10] Web caching and pre-fetching: A data mining approach
    Shyamsukha, A
    Sathaye, A
    Swami, A
    DATA MINING AND KNOWLEDGE DISCOVERY: THEORY, TOOLS AND TECHNOLOGY III, 2001, 4384 : 84 - 91
12345