Title :
Effective Web content recommendation based on consumer behavior modeling
Author :
Zhou, Baoyao ; Fong, A.C.M. ; Hui, Siu C. ; Do, The A.
Author_Institution :
Semantic Integration, IBM Res., China
Abstract :
Web surfing has become an important activity for many consumers. We propose a web recommender that models user behavior by constructing a know ledge base using temporal web access patterns as input. We apply fuzzy logic to represent real-life temp oral concepts and requested resources of periodic pattern-based web access activities. Th e fuzzy representation is used to construct a know ledge base of the user´s web access behaviors, which is then used to provide timely and personalized recommendations to the user, possibly on their portable devices. Experiments conducted to e valuate the performance of the proposed approach have shown very promising results.
Keywords :
Web services; behavioural sciences computing; consumer behaviour; data mining; fuzzy logic; information retrieval; knowledge based systems; recommender systems; Web content recommendation; Web surfing; consumer behavior modeling; fuzzy logic; fuzzy representation; knowledge base; temporal Web access patterns; Conferences; Consumer electronics;
Conference_Titel :
Consumer Electronics (ICCE), 2011 IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-8711-0
DOI :
10.1109/ICCE.2011.5722689