Abstract
Data Mining is the process of posing queries and extracting useful information, patterns and trends previously unknown from large quantities of data. Agents are defined as software entities that perform some set of tasks on behalf of users with some degree of autonomy. This research work deals about developing a automated data mining system which encompasses the familiar data mining algorithms using intelligent agents in object oriented databases and proposing a framework. Because the data mining system uses the intelligent agents, a new user will be able to interact with the data mining system without much data mining technical knowledge. This system will automatically select the appropriate data mining technique and select the necessary fields needed from the database in a right time without expecting the users to specify the specific technique and the parameters. Also a new framework is proposed for incorporating intelligent agents with automated data mining. One of the major goals in developing this system is to give the control to the computer for learning automatically by using intelligent agents for the exploratory data mining.
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References
Alex Berson, Stephen Smith, Kurt Thearling, “Building Data Mining Applications for CRM”, Tata McGrawhill Publishers, 2000.
Ayse Yasemin Seydim, “Intelligent Agents: A Data Mining Perspective”, Dept of Computer Science and Engineering, Southern Methodist University, Dallas, TX 75275, May 1999.
Bhavani Thuraisingam, “Data Mining: Technologies, Techniques, Tools, and Trends”, CRC Press, 2000. Pages: 1,4, 6, 93.
Don Gilbert, “Intelligent Agents: The Right Information at the Right Time” IBM Corporation, Research Triangle Park, NC USA, May, 1997
H.C.W. Lau, Bing Jiang, W.B. Lee and K.H. Lau, “Development of an intelligent data mining system for a dispersed manufacturing network”, Journal of Expert Systems, September 2001, Vol 18, No 4.
Jaiwei Han & Miceline Kamber, “Data Mining: Concepts and techniques”, Morgan Kaufmann Publishers, 2001, Pages 5–7.
Arun K Pujari (2001), “Data Mining Techniques”, University Press, First Edition, Pages 79–173.
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© 2005 International Federation for Information Processing
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Saravanan, V., Vivekanandan, K. (2005). Design and Implementation of Automated Data Mining Using Intelligent Agents in Object Oriented Databases. In: Shi, Z., He, Q. (eds) Intelligent Information Processing II. IIP 2004. IFIP International Federation for Information Processing, vol 163. Springer, Boston, MA. https://doi.org/10.1007/0-387-23152-8_28
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DOI: https://doi.org/10.1007/0-387-23152-8_28
Publisher Name: Springer, Boston, MA
Print ISBN: 978-0-387-23151-8
Online ISBN: 978-0-387-23152-5
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