Kumara Sastry » Genetics Based Machine Learning http://www.kumarasastry.com Sun, 11 May 2008 17:12:11 +0000 http://wordpress.org/?v=2.3.3 en Linkage learning, rule representation, and the χ-ary extended compact classifier system http://www.kumarasastry.com/2008/04/06/linkage-learning-rule-representation-and-the-ary-extended-compact-classifier-system/ http://www.kumarasastry.com/2008/04/06/linkage-learning-rule-representation-and-the-ary-extended-compact-classifier-system/#comments Sun, 06 Apr 2008 05:39:48 +0000 Kumara Sastry http://www.kumarasastry.com/2008/04/06/linkage-learning-rule-representation-and-the-ary-extended-compact-classifier-system/ SHARETHIS.addEntry({ title: "Linkage learning, rule representation, and the χ-ary extended compact classifier system", url: "http://www.kumarasastry.com/2008/04/06/linkage-learning-rule-representation-and-the-ary-extended-compact-classifier-system/" }); ]]> 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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]]> http://www.kumarasastry.com/2008/04/06/linkage-learning-rule-representation-and-the-ary-extended-compact-classifier-system/feed/ Automated alphabet reduction method with evolutionary algorithms for protein structure prediction http://www.kumarasastry.com/2007/07/14/automated-alphabet-reduction-method-with-evolutionary-algorithms-for-protein-structure-prediction/ http://www.kumarasastry.com/2007/07/14/automated-alphabet-reduction-method-with-evolutionary-algorithms-for-protein-structure-prediction/#comments Sat, 14 Jul 2007 14:24:26 +0000 Kumara Sastry http://kumarasastry.com/?p=275 SHARETHIS.addEntry({ title: "Automated alphabet reduction method with evolutionary algorithms for protein structure prediction", url: "http://www.kumarasastry.com/2007/07/14/automated-alphabet-reduction-method-with-evolutionary-algorithms-for-protein-structure-prediction/" }); ]]> 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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]]> http://www.kumarasastry.com/2007/07/14/automated-alphabet-reduction-method-with-evolutionary-algorithms-for-protein-structure-prediction/feed/ Modeling selection pressure in XCS for proportionate and tournament selection http://www.kumarasastry.com/2007/07/13/modeling-selection-pressure-in-xcs-for-proportionate-and-tournament-selection-2/ http://www.kumarasastry.com/2007/07/13/modeling-selection-pressure-in-xcs-for-proportionate-and-tournament-selection-2/#comments Sat, 14 Jul 2007 02:15:34 +0000 Kumara Sastry http://kumarasastry.com/?p=272 SHARETHIS.addEntry({ title: "Modeling selection pressure in XCS for proportionate and tournament selection", url: "http://www.kumarasastry.com/2007/07/13/modeling-selection-pressure-in-xcs-for-proportionate-and-tournament-selection-2/" }); ]]> 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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]]> http://www.kumarasastry.com/2007/07/13/modeling-selection-pressure-in-xcs-for-proportionate-and-tournament-selection-2/feed/ Do not match, Inherit: Fitness surrogates for genetics-based machine learning techniques http://www.kumarasastry.com/2007/07/13/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques-2/ http://www.kumarasastry.com/2007/07/13/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques-2/#comments Sat, 14 Jul 2007 01:59:55 +0000 Kumara Sastry http://kumarasastry.com/?p=271 SHARETHIS.addEntry({ title: "Do not match, Inherit: Fitness surrogates for genetics-based machine learning techniques", url: "http://www.kumarasastry.com/2007/07/13/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques-2/" }); ]]> 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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]]> http://www.kumarasastry.com/2007/07/13/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques-2/feed/ Modeling XCS in class imbalances: Population sizing and parameter settings http://www.kumarasastry.com/2007/07/13/modeling-xcs-in-class-imbalances-population-sizing-and-parameter-settings/ http://www.kumarasastry.com/2007/07/13/modeling-xcs-in-class-imbalances-population-sizing-and-parameter-settings/#comments Sat, 14 Jul 2007 01:45:32 +0000 Kumara Sastry http://kumarasastry.com/?p=270 SHARETHIS.addEntry({ title: "Modeling XCS in class imbalances: Population sizing and parameter settings", url: "http://www.kumarasastry.com/2007/07/13/modeling-xcs-in-class-imbalances-population-sizing-and-parameter-settings/" }); ]]> 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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]]> http://www.kumarasastry.com/2007/07/13/modeling-xcs-in-class-imbalances-population-sizing-and-parameter-settings/feed/ Substructrual surrogates for learning decomposable classification problems: implementation and first results http://www.kumarasastry.com/2007/07/13/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results-2/ http://www.kumarasastry.com/2007/07/13/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results-2/#comments Sat, 14 Jul 2007 01:36:30 +0000 Kumara Sastry http://kumarasastry.com/?p=269 SHARETHIS.addEntry({ title: "Substructrual surrogates for learning decomposable classification problems: implementation and first results", url: "http://www.kumarasastry.com/2007/07/13/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results-2/" }); ]]> 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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]]> http://www.kumarasastry.com/2007/07/13/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results-2/feed/ Automated alphabet reduction with evolutionary algorithms for protein structure prediction http://www.kumarasastry.com/2007/04/30/automated-alphabet-reduction-with-evolutionary-algorithms-for-protein-structure-prediction/ http://www.kumarasastry.com/2007/04/30/automated-alphabet-reduction-with-evolutionary-algorithms-for-protein-structure-prediction/#comments Mon, 30 Apr 2007 17:28:47 +0000 Kumara Sastry http://kumarasastry.com/?p=252 SHARETHIS.addEntry({ title: "Automated alphabet reduction with evolutionary algorithms for protein structure prediction", url: "http://www.kumarasastry.com/2007/04/30/automated-alphabet-reduction-with-evolutionary-algorithms-for-protein-structure-prediction/" }); ]]> 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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]]> http://www.kumarasastry.com/2007/04/30/automated-alphabet-reduction-with-evolutionary-algorithms-for-protein-structure-prediction/feed/ Do not match, inherit: Fitness surrogates for genetics-based machine learning techniques http://www.kumarasastry.com/2007/03/28/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques/ http://www.kumarasastry.com/2007/03/28/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques/#comments Wed, 28 Mar 2007 21:05:23 +0000 Kumara Sastry http://kumarasastry.com/?p=239 SHARETHIS.addEntry({ title: "Do not match, inherit: Fitness surrogates for genetics-based machine learning techniques", url: "http://www.kumarasastry.com/2007/03/28/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques/" }); ]]> 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].

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]]> http://www.kumarasastry.com/2007/03/28/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques/feed/ Substructrual surrogates for learning decomposable classification problems: Implementation and first results http://www.kumarasastry.com/2007/03/26/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results/ http://www.kumarasastry.com/2007/03/26/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results/#comments Tue, 27 Mar 2007 01:56:19 +0000 Kumara Sastry http://kumarasastry.com/?p=238 SHARETHIS.addEntry({ title: "Substructrual surrogates for learning decomposable classification problems: Implementation and first results", url: "http://www.kumarasastry.com/2007/03/26/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results/" }); ]]> 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].

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]]> http://www.kumarasastry.com/2007/03/26/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results/feed/ Modeling selection pressure in XCS for proportionate and tournament selection http://www.kumarasastry.com/2007/02/09/modeling-selection-pressure-in-xcs-for-proportionate-and-tournament-selection/ http://www.kumarasastry.com/2007/02/09/modeling-selection-pressure-in-xcs-for-proportionate-and-tournament-selection/#comments Fri, 09 Feb 2007 22:31:11 +0000 Kumara Sastry http://kumarasastry.com/?p=230 SHARETHIS.addEntry({ title: "Modeling selection pressure in XCS for proportionate and tournament selection", url: "http://www.kumarasastry.com/2007/02/09/modeling-selection-pressure-in-xcs-for-proportionate-and-tournament-selection/" }); ]]> 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].

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