DocumentCode :
3208248
Title :
An efficient algorithm for fuzzy Web-mining
Author :
Wu, Rui ; Tang, Wansheng ; Zhao, Ruiqing
Author_Institution :
Inst. of Syst. Eng., Tianjin Univ., China
fYear :
2004
fDate :
8-10 Nov. 2004
Firstpage :
576
Lastpage :
581
Abstract :
In this paper, Web mining in a fuzzy environment is devoted. Browsing time staying on a Web page is considered and characterized as a fuzzy variable. Thus, the frequent preferred paths with fuzzy expected values can be gained. With the comparison of the fuzzy expected values, the measure of the interest of people for different Web pages is clear. In order to find more completely frequent fuzzy preferred paths, an efficient algorithm based on the frequent link and access tree(FLAAT) is designed, in which the access tree is traversed using a top-down strategy, and to avoid the loss of useful information, the frequent link is searched to find such nodes that may be neglected, and then the access tree is searched again to find other frequent preferred paths. The gained frequent preferred paths with fuzzy expected values more completely disclose the interest of users. Finally, an example is provided to clearly illustrate the proposed approach. And the results show that our algorithm achieves significant performance improvement over previous work.
Keywords :
Internet; Web sites; data mining; fuzzy set theory; Web page; access tree; frequent fuzzy preferred paths; frequent link; fuzzy Web mining; fuzzy expected values; top-down strategy; Algorithm design and analysis; Data mining; Fuzzy sets; Mathematics; Systems engineering and theory; Tree data structures; Uniform resource locators; Web pages; Web server; World Wide Web;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Reuse and Integration, 2004. IRI 2004. Proceedings of the 2004 IEEE International Conference on
Print_ISBN :
0-7803-8819-4
Type :
conf
DOI :
10.1109/IRI.2004.1431523
Filename :
1431523
Link To Document :
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