DocumentCode :
1972431
Title :
An intelligent surfer model combining web contents and links based on simultaneous multiple-term query
Author :
Frikh, Bouchra ; Djanfar, Ahmad Said ; Ouhbi, Brahim
Author_Institution :
Ecole Super. de Technol., Fes
fYear :
2009
fDate :
10-13 May 2009
Firstpage :
543
Lastpage :
545
Abstract :
The PageRank algorithm, proposed by [Page et al., 1998] is used in the Google search engine to improve the results of requests by taking into account the link structure of the Web. PageRank give the same weight to all pages that is the surfer model is proposed using a uniform distribution. Richardson and Domingoshave proposed a more interesting and intelligent surfer model combining the link and content information in PageRank. Given a multiple term query, the surfer selects a term according to some probability distribution and uses that term to guide its behavior. We propose to improve this algorithm by using a simultaneous multiple-terms query model. Firstly we propose a measure of relevance of a page to a simultaneous multiple terms query. Then we develop our performed intelligent surfer model. To evaluate the performance, we have tested our algorithm on the "Moroccan ministry tourism\´s Web and show that the performance is superior to that obtained by the existing algorithms.
Keywords :
Internet; data mining; query processing; search engines; statistical distributions; Google search engine; Moroccan ministry tourism Web; PageRank algorithm; Web content link structure; Web mining; intelligent surfer model; probability distribution; simultaneous multiple-term query model; uniform distribution; Algorithm design and analysis; Information analysis; Intelligent structures; Pattern analysis; Performance analysis; Probability distribution; Search engines; Testing; Web pages; Web sites; Link analysis; Web mining; content analysis; relevance measure; simultaneous multiple terms query;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Systems and Applications, 2009. AICCSA 2009. IEEE/ACS International Conference on
Conference_Location :
Rabat
Print_ISBN :
978-1-4244-3807-5
Electronic_ISBN :
978-1-4244-3806-8
Type :
conf
DOI :
10.1109/AICCSA.2009.5069377
Filename :
5069377
Link To Document :
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