On the use of rule-sharing in learning classifier system ensembles

Bull, L, Studley, M, Bagnall, AJ and Whittley, IM (2005) On the use of rule-sharing in learning classifier system ensembles. In: Proceedings of the 2005 Congress on Evolutionary Computation, 2005-09-05.

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Abstract

This paper presents an investigation into exploiting the population-based nature of learning classifier systems for their use within highly-parallel systems. In particular, the use of simple accuracy-based learning classifier systems within the ensemble machine approach is examined. Results indicate that inclusion of a rule migration mechanism inspired by parallel genetic algorithms is an effective way to improve learning speed

Item Type: Conference or Workshop Item (Paper)
Faculty \ School: Faculty of Science > School of Computing Sciences
Depositing User: Vishal Gautam
Date Deposited: 18 Jul 2011 13:54
Last Modified: 22 Apr 2020 09:09
URI: https://ueaeprints.uea.ac.uk/id/eprint/22529
DOI: 10.1109/CEC.2005.1554739

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