Abstract
Interactive data mining focuses on efficient and effective human-computer interactions for data analysis purposes. An interactive system is an integration of a human user and a computer machine. ICS, an interactive classification system, is implemented to demonstrate the power of interactive data mining. The interaction is mutually beneficial to users and machines. This article describes the architecture of ICS, and introduces the main features of ICS in the entire data mining process.
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
Anderst, M.: Human involvement and interactivity of the next generations’ data mining tools. In: ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, Santa Barbara, CA (2001)
Brachmann, R., Anand, T.: The process of knowledge discovery in databases: a human-centered approach. In: Advances in Knowledge Discovery and Data Mining, pp. 37–57. AAAI Press, Menlo Park (1996)
Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, P., Uthurusamy, R. (eds.): Advances in Knowledge Discovery and Data Mining. AAAI Press, Menlo Park (1996)
Han, J., Hu, X., Cercone, N.: A visualization model of interactive knowledge discovery systems and its implementations. Information Visualization 2(2), 105–125 (2003)
Mannila, H.: Methods and problems in data mining. In: Afrati, F.N., Kolaitis, P.G. (eds.) ICDT 1997. LNCS, vol. 1186, pp. 41–55. Springer, Heidelberg (1996)
Yao, Y.Y., Zhao, Y., Maguire, R.B.: Explanation-oriented association mining using rough set theory. In: Wang, G., Liu, Q., Yao, Y., Skowron, A. (eds.) RSFDGrC 2003. LNCS (LNAI), vol. 2639, pp. 165–172. Springer, Heidelberg (2003)
Zhao, Y., Chen, Y.H., Yao, Y.Y.: User-centered interactive data. In: Proceedings of the Sixth IEEE International Conference on Cognitive Informatics, pp. 457–466 (2006)
Zhao, Y., Yao, Y.Y.: Interactive user-driven classification using a granule network. In: Proceedings of the Fifth International Conference of Cognitive Informatics, pp. 250–259 (2005)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer Berlin Heidelberg
About this paper
Cite this paper
Zhao, Y., Yao, Y., Yan, M. (2007). ICS: An Interactive Classification System. In: Kobti, Z., Wu, D. (eds) Advances in Artificial Intelligence. Canadian AI 2007. Lecture Notes in Computer Science(), vol 4509. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-72665-4_12
Download citation
DOI: https://doi.org/10.1007/978-3-540-72665-4_12
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-72664-7
Online ISBN: 978-3-540-72665-4
eBook Packages: Computer ScienceComputer Science (R0)