Abstract
This paper presents a framework of a method for the problem of web-based user interface personalization and recommendation using collective knowledge (coming from s collection of existing users) and multi-attribute and multi-value structures. In this method a user profile consists of user data and system usage path. For a new user the usage path is determined basing on the paths used by previous users (the collective knowledge). This approach involving the recommendation methods may be applied in many systems which require such mechanisms. The structure of user profile and an algorithm for recommendation are presented.
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
Ahmad, A.M., Hijazi, M.H.A.: Web Page Recommendation Model for Web Personalization. In: Negoita, M.G., Howlett, R.J., Jain, L.C. (eds.) KES 2004. LNCS(LNAI), vol. 3214, pp. 587â593. Springer, Heidelberg (2004)
Kobsa, A., Koenemann, J., Pohl, W.: Personalized Hypermedia Presentation Techniques for Improving Online Customer Relationships. Knowledge Eng. Rev. 16(2), 111â155 (2001)
Kozierkiewicz-HetmaĆska, A., Nguyen, N.T.: A Computer Adaptive Testing Method for Intelligent Tutoring Systems. In: Setchi, R., Jordanov, I., Howlett, R.J., Jain, L.C. (eds.) KES 2010. LNCS(LNAI), vol. 6276, pp. 281â289. Springer, Heidelberg (2010)
Kukla, E., Nguyen, N.T., Sobecki, J., Danilowicz, C., Lenar, M.: Determination of Learning Scenarios in Intelligent Web-Based Learning Environment. In: Orchard, B., Yang, C., Ali, M. (eds.) IEA/AIE 2004. LNCS (LNAI), vol. 3029, pp. 759â768. Springer, Heidelberg (2004)
Malski, M.: An Algorithm for Inconsistency Resolution in Recommendation Systems and Its Application in Multi-Agent Systems. In: HĂ„kansson, A., Nguyen, N.T., Hartung, R.L., Howlett, R.J., Jain, L.C. (eds.) KES-AMSTA 2009. LNCS(LNAI), vol. 5559, pp. 356â366. Springer, Heidelberg (2009)
Malski, M.: An Algorithm for Inconsistency Resolving in Recommendation Web-based Systems. In: Gabrys, B., Howlett, R.J., Jain, L.C. (eds.) KES 2006. LNCS(LNAI), vol. 4252, pp. 251â258. Springer, Heidelberg (2006)
Malski, M.: Resolving inconsistencies in recommendation Web-based systems. In: Proceedings of the 11th System Modelling Control Conference (SMC 2005), pp. 189â194 (2005)
Mican, D., Tomai, N.: Association-Rules-Based Recommender System for Personalization in Adaptive Web-Based Applications. In: Daniel, F., Facca, F.M. (eds.) ICWE 2010. LNCS, vol. 6385, pp. 85â90. Springer, Heidelberg (2010)
Mobasher, B., Dai, H., Luo, T., Nakagawa, M.: Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization. Data Mining Knowledge Discovery, 61â82 (2002)
Montaner, M., Lopez, B., De La Rosa, J.L.: A Taxonomy of Recommender Agents on the Internet. Artificial Intelligence Review 19, 285â330 (2003)
Nguyen, N.T.: Methods for resolving conflicts in distributed systems. Monograph. Wroclaw University of Technology Press (2002)
Nguyen, N.T.: Consensus System for Solving Conflicts in Distributed Systems. Journal of Information Sciences 147, 91â122 (2002)
Sobecki, J.: Ant Colony Metaphor Applied in User Interface Recommendation. New Generation Computing 26(3), 277â293 (2007)
Sobecki, J.: Hybrid Adaptation of Web-Based Systems User Interfaces. In: Bubak, M., van Albada, G.D., Sloot, P.M.A., Dongarra, J. (eds.) ICCS 2004. LNCS, vol. 3038, pp. 505â512. Springer, Heidelberg (2004)
Sobecki, J., Tomczak, J.M.: Student Courses Recommendation Using Ant Colony Optimization. In: Nguyen, N.T., Le, M.T., ĆwiÄ tek, J. (eds.) Intelligent Information and Database Systems. LNCS, vol. 5991, pp. 124â133. Springer, Heidelberg (2010)
Sobecki, J., SzczepaĆski, L.: Wiki-News Interface Agent Based on AIS Methods. In: Nguyen, N.T., Grzech, A., Howlett, R.J., Jain, L.C. (eds.) KES-AMSTA 2007. LNCS(LNAI), vol. 4496, pp. 258â266. Springer, Heidelberg (2007)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Malski, M. (2011). A Method for Web-Based User Interface Recommendation Using Collective Knowledge and Multi-attribute Structures. In: JÄdrzejowicz, P., Nguyen, N.T., Hoang, K. (eds) Computational Collective Intelligence. Technologies and Applications. ICCCI 2011. Lecture Notes in Computer Science(), vol 6922. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-23935-9_34
Download citation
DOI: https://doi.org/10.1007/978-3-642-23935-9_34
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-23934-2
Online ISBN: 978-3-642-23935-9
eBook Packages: Computer ScienceComputer Science (R0)