Summary
This contribution presents a user profile modelling approach based on fuzzy logic techniques. The proposed approach is conceived to find application in various contexts, with the aim of providing personalised contents to different categories of users. Both contents and users are described by metadata, so a description language is introduced along with a formal model defining their association mechanism. The strength of the model is the use of the expressive flexibility of fuzzy sets exploited by an innovative scheme of metadata. Along with the formal presentation of the profile modelling approach, the design of a software system based on a Service Oriented Architecture is presented. The system exposes a number of services to be consumed by information systems for personalized content access. In this way the system can be used in different application contexts.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Riecken, D.: Introduction: personalized views of personalization. Communications of the ACM 43(8), 26–28 (2000)
Eirinaki, M., Vazirgiannis, M.: Web mining for web personalization. ACM Transactions on Internet Technology 3(1), 1–27 (2003)
De Bra, P., Brusilovsky, P., Houben, G.: Adaptive hypermedia: from systems to framework. ACM Computing Surveys, Article No.12, 31(4es) (1999)
Neven, F., Duval, E.: Reusable learning objects: a survey of lom-based repositories. In: MULTIMEDIA 2002: Proceedings of the tenth ACM international conference on Multimedia, pp. 291–294. ACM, New York (2002)
Azvine, B., Wobcke, W.: Human-centred intelligent systems and soft computing. BT Technology Journal 16(3), 125–133 (1998)
Frías-Martínez, E., Magoulas, G., Chen, S., Macredie, R.: Recent soft computing approaches to user modeling in adaptive hypermedia. In: De Bra, P.M.E., Nejdl, W. (eds.) AH 2004. LNCS, vol. 3137, pp. 104–114. Springer, Heidelberg (2004)
Brusilovsky, P., Millán, E.: User models for adaptive hypermedia and adaptive educational systems. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) Adaptive Web 2007. LNCS, vol. 4321, pp. 3–53. Springer, Heidelberg (2007)
Kavcic, A.: Fuzzy user modeling for adaptation in educational hypermedia. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 34(4), 439–449 (2004)
Martinovska, C.: A fuzzy-based approach to user model refinement in adaptive hypermedia systems. In: De Bra, P., Brusilovsky, P., Conejo, R. (eds.) AH 2002. LNCS, vol. 2347, pp. 411–414. Springer, Heidelberg (2002)
Kosba, E., Dimitrova, V., Boyle, R.: Using fuzzy techniques to model students in web-based learning environments. In: Palade, V., Howlett, R.J., Jain, L. (eds.) KES 2003. LNCS, vol. 2773, pp. 222–229. Springer, Heidelberg (2003)
Suryavanshi, B.S., Nematollaah Shiri, S.P.M.: A fuzzy hybrid collaborative filtering technique for web personalization. In: Proceedings of the 3rd Workshop on Intelligent Techniques for Web Personalization (ITWPŠ 2005), pp. 1–8 (2005)
John, R.I., Mooney, G.J.: Fuzzy user modeling for information retrieval on the world wide web. Knowl. Inf. Syst. 3(1), 81–95 (2001)
Yager: Fuzzy logic methods in recommender systems. Fuzzy sets and systems 136, 133–149 (2003)
Popp, H., Lödel, D.: Fuzzy techniques and user modeling in sales assistants. User Modeling and User-Adapted Interaction 5(3), 349–370 (1995)
Zadeh, L.: Fuzzy sets. Information and Control 8, 338–353 (1965)
Zadeh, L.: A note on web intelligence, world knowledge and fuzzy logic. Data & Knowledge Engineering 50, 291–304 (2004)
Prade, D.D.H.: Possibility theory: an approach to computerized processing of uncertainty. Plenum Press (1988)
Yager: Veristic variables. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 30, 71–84 (2000)
Yager: On ordered weighted averaging aggregation operators inmulticriteria decisionmaking. IEEE Transactions on Systems, Man and Cybernetics 18, 183–190 (1988)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Mencar, C., Castiello, C., Dell’Agnello, D., Fanelli, A.M. (2009). A System for Fuzzy Items Recommendation. In: Castellano, G., Jain, L.C., Fanelli, A.M. (eds) Web Personalization in Intelligent Environments. Studies in Computational Intelligence, vol 229. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-02794-9_6
Download citation
DOI: https://doi.org/10.1007/978-3-642-02794-9_6
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-02793-2
Online ISBN: 978-3-642-02794-9
eBook Packages: EngineeringEngineering (R0)