DocumentCode
1275061
Title
Web content recommender system based on consumer behavior modeling
Author
Fong, A.C.M. ; Zhou, Baoyao ; Hui, S.C. ; Hong, Guan Y. ; Do, The Anh
Author_Institution
Auckland Univ. of Technol., Auckland, New Zealand
Volume
57
Issue
2
fYear
2011
fDate
5/1/2011 12:00:00 AM
Firstpage
962
Lastpage
969
Abstract
Web surfing has become a popular activity for many consumers who not only make purchases online, but also seek relevant information on products and services before they commit to buy. The authors propose a web recommender that models user habits and behaviors by constructing a knowledge base using temporal web access patterns as input. Fuzzy logic is applied to represent real-life temporal concepts and requested resources of periodic pattern-based web access activities. The fuzzy representation is used to construct a knowledge base of the user´s web access habits and behaviors, which is used to provide timely personalized recommendations to the user. The proposed approach is applicable to delivery of recommendations on consumers´ portable devices because compute-intensive processing is performed offline and in advance. With the increasing availability and popularity of webenabled consumer mobile devices, it is believed that the CE world of tomorrow will be increasingly web-oriented. Experiments conducted to evaluate the performance of the proposed approach have shown very good results.
Keywords
Web services; fuzzy logic; mobile handsets; Web content recommender system; Web-enabled consumer mobile devices; compute-intensive processing; consumer behavior modeling; fuzzy logic; performance evaluation; periodic pattern-based Web access activity; portable devices; real-life temporal concepts; Association rules; Consumer behavior; Context; Knowledge based systems; Recommender systems; Semantics; Consumer behavior modeling; consumer internet application; personalization; web content recommender;
fLanguage
English
Journal_Title
Consumer Electronics, IEEE Transactions on
Publisher
ieee
ISSN
0098-3063
Type
jour
DOI
10.1109/TCE.2011.5955246
Filename
5955246
Link To Document