Archive for 'Genetics Based Machine Learning' Category

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Linkage learning, rule representation, and the χ-ary extended compact classifier system

6 April 2008

Llorà, X., Sastry, K., Lima, C. F., Lobo, F. G., Goldberg, D. E. (2008). IlliGAL Report No. 2008005. University of Illinois at Urbana-Champaign, Urbana IL. [Full Paper – PDF] [Full Paper – PS].
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Automated alphabet reduction method with evolutionary algorithms for protein structure prediction

14 July 2007

Bacardit, J., Stout, M., Hirst, J. D., Sastry, K., Llorà, X., Krasnogor, N. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 346–353. [Bronze “Humies” award at the Human Competitive Results Competition] [Preprint: IlliGAL report no. 2007015] [Full paper – DOI].



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Modeling selection pressure in XCS for proportionate and tournament selection

13 July 2007

Orriols-Puig, A., Sastry, K., Lanzi, P. L., Goldberg, D. E., Bernadó-Mansilla, E. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 1846–1853. [Preprint: IlliGAL report no. 2007004] [Full paper – DOI] [Presentation slides].




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Do not match, Inherit: Fitness surrogates for genetics-based machine learning techniques

13 July 2007

Llorà, X., Sastry, K., Yu, T.-L., Goldberg, D. E. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 1798–1805. [Preprint: IlliGAL report no. 2007011] [Full paper – DOI] [Presentation slides].




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Modeling XCS in class imbalances: Population sizing and parameter settings

13 July 2007

Orriols-Puig, A., Goldberg, D. E., Sastry, K., Bernadó-Mansilla, E. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 1838–1845. [Preprint: IlliGAL report no. 2007001] [Full paper – DOI] [Presentation slides].




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Substructrual surrogates for learning decomposable classification problems: implementation and first results

13 July 2007

Orriols-Puig, A., Sastry, K., Goldberg, D. E., Bernadó-Mansilla, E. (2007). International Workshop on Learning Classifier Systems. 2875–2882. [Full paper – DOI] [Presentation slides].




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Automated alphabet reduction with evolutionary algorithms for protein structure prediction

30 April 2007

Bacardit, J., Stout, M., Hirst, J. D., Sastry, K., Llorà, X., Krasnogor, N. (2007). IlliGAL Report No. 2007015. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper – PDF] [Full paper – PS].

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Do not match, inherit: Fitness surrogates for genetics-based machine learning techniques

28 March 2007

Llorà X. Sastry K. Yu T.-L. Goldberg D. E. (2007). IlliGAL Report No. 2007011. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper – PDF] [Full paper – PS].

(more…)



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Substructrual surrogates for learning decomposable classification problems: Implementation and first results

26 March 2007

Orriols-Puig A., Sastry K., Goldberg D. E., Bernadó-Mansilla E. (2007). IlliGAL Report No. 2007010. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper – PDF] [Full paper – PS].

(more…)



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Modeling selection pressure in XCS for proportionate and tournament selection

9 February 2007

Orriols-Puig A., Sastry K., Lanzi, P. L., Goldberg, D. E., Bernadó-Mansilla E. (2007). IlliGAL Report No. 2007004. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper – PDF] [Full paper – PS].

(more…)



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Page 1 of 212