Archive for 'Genetics Based Machine Learning' Category
Modeling XCS in class imbalances: Population size and parameter settings
1 February 2007Orriols-Puig A., Goldberg D. E., Sastry K., Bernadó-Mansilla E. (2007). IlliGAL Report No. 2007001. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Problem solution sustenance in XCS: Markov chain analysis of niche support distributions and the impact on computational complexity
27 September 2006Butz, M. V., Goldberg, D. E., Lanzi, P. L., Sastry, K. (2006) Genetic Programming and Evolvable Machines. [ Springer Link] [Preprint Report - PDF] [Preprint Report - PS].
Fast rule matching for learning classifier systems via vector instructions
14 July 2006Llorà X. and Sastry, K. (2006). Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 1513—1520. [Full paper - PDF] [Full paper - PS].
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The χ-ary extended compact classifier system: Linkage learning in Pittsburgh LCS
6 April 2006Llorà, X., Sastry, K., Goldberg, D. E., de la Ossa, L. (2006). IlliGAL report no. 2006015. University of Illinois at Urbana Champaign. [Full paper - PDF] [Full paper - PS] .
The compact classifier system: Motivation, analysis and first results
5 September 2005Llorà, X., Sastry, K., Goldberg, D. E. (2005). Proceedings of the Congress on Evolutionary Computation, 1, 596—603. [Full paper - PDF] [Full paper - PS] [Presentation slides].
Strong, stable, and reliable fitness pressure in XCS due to tournament selection
15 January 2005Butz, M. V., Sastry, K., Goldberg, D. E. (2005). Genetic Programming and Evolvable Machines, 6, 53—77. [Full paper - PDF] [Full paper - PS].
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Tournament selection in XCS
24 June 2003Butz, M. V., Sastry, K., Goldberg, D. E. (2003). Proceedings of the Genetic and Evolutionary Computation Conference. 1857—1869. (Best paper in LCS track). [Full paper - PDF] [Full paper - PS].
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