DocumentCode :
584489
Title :
Web Pre-fetching at Proxy Server Using Sequential Data Mining
Author :
Singh, Ashutosh ; Singh, A.K.
Author_Institution :
Dept. of Comput. Sci. & Eng., MNNIT Allahabad, Allahabad, India
fYear :
2012
fDate :
23-25 Nov. 2012
Firstpage :
20
Lastpage :
25
Abstract :
Reducing latency for accessing web objects is a major challenge in Proxy Server and various techniques such as web caching and Web pre-fetching is used for it. In this paper we have integrated the approach of web caching and pre-fetching using sequential data mining techniques to enhance the proxy server´s performance. The web access logs collected at squid proxy servers, can be used derive interesting information regarding user´s web navigation pattern which can be utilized in improving the performance of proxy server by integrating the approach of web caching and pre-fetching using sequential data mining techniques. The work presented here uses Pre-order linked position coded Web Access pattern (PLWAP) Algorithm for finding frequent accessed web objects of each user by analyzing the browsing history from the access log files and then compares the results over page replacement algorithms such as, Least Recently Used (LRU) and Least Frequently Used (LFU), first without using concept of pre-fetching and then by using pre-fetching. The experimental results show that for each data set the pre-fetching improves the performance of proxy server.
Keywords :
Internet; data mining; storage management; LFU; LRU; Web access logs; Web caching; Web navigation pattern; Web objects; Web pre-fetching; browsing history; least frequently used; least recently used; pre-order linked position coded Web access pattern algorithm; proxy server; sequential data mining techniques; Data mining; Databases; IP networks; Servers; Telecommunication traffic; Web pages; Wireless application protocol; Caching; PLWAP tree; Page Replacement Algorithms; Prefetching; Sequential Data mining;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Communication Technology (ICCCT), 2012 Third International Conference on
Conference_Location :
Allahabad
Print_ISBN :
978-1-4673-3149-4
Type :
conf
DOI :
10.1109/ICCCT.2012.14
Filename :
6394661
Link To Document :
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