Ycsc: a modified clustering technique based on lcs

Tamee, K., Bull, L. and Pinngern, O. (2007) Ycsc: a modified clustering technique based on lcs. Journal of Digital Information Management, 5 (3). pp. 160-166. ISSN 0972-7272 Available from: http://eprints.uwe.ac.uk/20689

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This paper presents a novel approach to clustering using a simple accuracy-based Learning Classifier System with a modification to the original YCS fitness function has been found to improve the identification of less-separated data sets. Our approach achieves this by exploiting the evolutionary computing and reinforcement learning techniques inherent to such systems. The purpose of the work is to develop an approach to learning rules which accurately describe clusters without prior assumptions as to their number...

Item Type:Article
Uncontrolled Keywords:Ycsc, modified clustering technique, evolutionary computing, learning classifier systems
Faculty/Department:Faculty of Environment and Technology > Department of Computer Science and Creative Technologies
ID Code:20689
Deposited By: M. Clarke
Deposited On:24 Jul 2013 15:44
Last Modified:15 Nov 2016 22:20

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