Title :
NEWER: A neuro fuzzy Web recommendation system
Author :
Castellano, Giovanna ; Fanelli, Anna Maria ; Torsello, Maria Alessandra
Author_Institution :
Dept. of Inf., Univ. of Bari "A. Moro", Bari
Abstract :
In this paper we present NEWER, a neuro-fuzzy Web recommendation system that dynamically suggests interesting pages to the current user. NEWER employs a neuro-fuzzy approach in order to determine categories of users sharing similar interests and to extract a recommendation model in the form of fuzzy rules expressing associations between user categories and relevances of pages. The derived model is used by an online recommendation module to dynamically suggest interesting links. Comparative accuracy results show the effectiveness of NEWER.
Keywords :
Internet; data mining; fuzzy neural nets; information filters; NEWER system; fuzzy rules; knowledge discovery; neuro-fuzzy Web recommendation system; online recommendation module; user categories; Data mining; Fuzzy neural networks; Fuzzy reasoning; Fuzzy sets; Fuzzy systems; Informatics; Laboratories; Matrix converters; Navigation; Neural networks;
Conference_Titel :
Applications of Digital Information and Web Technologies, 2008. ICADIWT 2008. First International Conference on the
Conference_Location :
Ostrava
Print_ISBN :
978-1-4244-2623-2
Electronic_ISBN :
978-1-4244-2624-9
DOI :
10.1109/ICADIWT.2008.4664338