Abstract
Dynamic critiquing approach is capable of automatically identifying useful compound critiques during each recommendation cycle, relative to the remaining cases. In current method, it is often too similar compound critiques are produced and presented to user. They limit the scope of the feedback options for the user. In this paper, a novel rule matrix model is proposed to find minimal association rule core for enhancing diverse compound critiques. All association rules generated though a frequent itemset are shown in elements of rule matrix, and minimal association rule core can be quickly determined though base elements in matrix. Association rule core is used to produce dynamic compound critiques. An example given better illustrates our method.
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
Schafer, J.B., Konstan, J., Riedl, J.: Recommender Systems in E-Commerce. In: EC 1999: Proceedings of the First ACM Conference on Electronic Commerce, Denver, CO, pp. 158–166 (1999)
McCarthy, K., Reilly, J., Smyth, B.: On the Generation of Diverse CompoundCritiques. In: The 15th Artificial Intelligence and Cognitive Science (AICS) Conference, Mayo, Ireland (2004)
Reilly, J., McCarthy, K., McGinty, L., Smyth, B.: Dynamic Critiquing. In: Proceedings of the 7th European Conference on Case-Based Reasoning, Madrid, Spain (2004)
Rafter, R., Smyth, B.: Towards Conversational Collaborative Recommendation. Artificial Intelligence Review 24(3-4), 301–318 (2005)
Cristofor, L., Simovici, D.: Generating an information cover for association rules. University of Massachusets (2002)
Toivonen, H., Klemettinen, M., Ronkainen, P., Hätönen, K., Mannila, H.: Pruning andgrouping discovered association rules. In: MLnet Workshop on Statistics, Machine Learning,and Discovery in Databases, Crete, Greece (April 1995)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2008 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Yu, L. (2008). Using Matrix Model to Find Association Rule Core for Diverse Compound Critiques. In: Tang, C., Ling, C.X., Zhou, X., Cercone, N.J., Li, X. (eds) Advanced Data Mining and Applications. ADMA 2008. Lecture Notes in Computer Science(), vol 5139. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-88192-6_65
Download citation
DOI: https://doi.org/10.1007/978-3-540-88192-6_65
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-88191-9
Online ISBN: 978-3-540-88192-6
eBook Packages: Computer ScienceComputer Science (R0)