Kumara Sastry » Estimation of Distribution Algorithms http://www.illigal.uiuc.edu/web/kumara Member, Illinois Genetic Algorithms Laboratory Sun, 22 Jul 2007 02:56:30 +0000 http://wordpress.org/?v=wordpress-mu-1.2.3-2.2.1 en Towards billion bit optimization via parallel estimation of distribution algorithm http://www.illigal.uiuc.edu/web/kumara/2007/07/14/towards-billion-bit-optimization-via-parallel-estimation-of-distribution-algorithm/ http://www.illigal.uiuc.edu/web/kumara/2007/07/14/towards-billion-bit-optimization-via-parallel-estimation-of-distribution-algorithm/#comments Sat, 14 Jul 2007 14:49:00 +0000 Kumara Sastry http://www.illigal.uiuc.edu/web/kumara/2007/07/14/towards-billion-bit-optimization-via-parallel-estimation-of-distribution-algorithm/ Sastry, K., Goldberg, D. E., Llorà, X. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 577–584. [Best paper in Estimation of Distribution Algorithms track] [Preprint: IlliGAL report no. 2007007] [Full paper - DOI] [Presentation Slides].

]]> http://www.illigal.uiuc.edu/web/kumara/2007/07/14/towards-billion-bit-optimization-via-parallel-estimation-of-distribution-algorithm/feed/ Automated alphabet reduction method with evolutionary algorithms for protein structure prediction http://www.illigal.uiuc.edu/web/kumara/2007/07/14/automated-alphabet-reduction-method-with-evolutionary-algorithms-for-protein-structure-prediction/ http://www.illigal.uiuc.edu/web/kumara/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://www.illigal.uiuc.edu/web/kumara/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].

]]> http://www.illigal.uiuc.edu/web/kumara/2007/07/14/automated-alphabet-reduction-method-with-evolutionary-algorithms-for-protein-structure-prediction/feed/ Population sizing for entropy-based model building in genetic algorithms http://www.illigal.uiuc.edu/web/kumara/2007/07/14/population-sizing-for-entropy-based-model-building-in-genetic-algorithms-2/ http://www.illigal.uiuc.edu/web/kumara/2007/07/14/population-sizing-for-entropy-based-model-building-in-genetic-algorithms-2/#comments Sat, 14 Jul 2007 14:15:10 +0000 Kumara Sastry http://www.illigal.uiuc.edu/web/kumara/2007/07/14/population-sizing-for-entropy-based-model-building-in-genetic-algorithms-2/ Yu, T.-L., Sastry, K., Goldberg, D. E., Pelikan, M. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 601–608. [Nominated for the best paper award in Estimation of Distribution Algorithms track] [Preprint: IlliGAL report no. 2006020] [Full paper - DOI] [Presentation slides].

]]> http://www.illigal.uiuc.edu/web/kumara/2007/07/14/population-sizing-for-entropy-based-model-building-in-genetic-algorithms-2/feed/ Do not match, Inherit: Fitness surrogates for genetics-based machine learning techniques http://www.illigal.uiuc.edu/web/kumara/2007/07/13/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques-2/ http://www.illigal.uiuc.edu/web/kumara/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://www.illigal.uiuc.edu/web/kumara/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].

]]> http://www.illigal.uiuc.edu/web/kumara/2007/07/13/do-not-match-inherit-fitness-surrogates-for-genetics-based-machine-learning-techniques-2/feed/ Substructrual surrogates for learning decomposable classification problems: implementation and first results http://www.illigal.uiuc.edu/web/kumara/2007/07/13/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results-2/ http://www.illigal.uiuc.edu/web/kumara/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://www.illigal.uiuc.edu/web/kumara/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].

]]> http://www.illigal.uiuc.edu/web/kumara/2007/07/13/substructrual-surrogates-for-learning-decomposable-classification-problems-implementation-and-first-results-2/feed/ Analyzing probabilistic models in hierarchical BOA on traps and spin glasses http://www.illigal.uiuc.edu/web/kumara/2007/07/13/analyzing-probabilistic-models-in-hierarchical-boa-on-traps-and-spin-glasses-2/ http://www.illigal.uiuc.edu/web/kumara/2007/07/13/analyzing-probabilistic-models-in-hierarchical-boa-on-traps-and-spin-glasses-2/#comments Sat, 14 Jul 2007 01:12:34 +0000 Kumara Sastry http://www.illigal.uiuc.edu/web/kumara/2007/07/13/analyzing-probabilistic-models-in-hierarchical-boa-on-traps-and-spin-glasses-2/ Hauschild, M., Pelikan, M., Lima, C. F., Sastry, K. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 523–530. [Preprint: Medal report no. 2007001] [Full paper - DOI].

]]> http://www.illigal.uiuc.edu/web/kumara/2007/07/13/analyzing-probabilistic-models-in-hierarchical-boa-on-traps-and-spin-glasses-2/feed/ Scalability of a hybrid extended compact genetic algorithm for ground state optimization of clusters http://www.illigal.uiuc.edu/web/kumara/2007/06/04/scalability-of-a-hybrid-extended-compact-genetic-algorithm-for-ground-state-optimization-of-clusters/ http://www.illigal.uiuc.edu/web/kumara/2007/06/04/scalability-of-a-hybrid-extended-compact-genetic-algorithm-for-ground-state-optimization-of-clusters/#comments Mon, 04 Jun 2007 16:38:27 +0000 admin http://www.illigal.uiuc.edu/web/kumara/2007/06/04/scalability-of-a-hybrid-extended-compact-genetic-algorithm-for-ground-state-optimization-of-clusters/ Sastry, K., Goldberg, D. E., Johnson, D. D. (2007). Materials and Manufacturing Processes, 22(5), 570-576. [Full Paper - DOI].

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]]> http://www.illigal.uiuc.edu/web/kumara/2007/06/04/scalability-of-a-hybrid-extended-compact-genetic-algorithm-for-ground-state-optimization-of-clusters/feed/ Automated alphabet reduction with evolutionary algorithms for protein structure prediction http://www.illigal.uiuc.edu/web/kumara/2007/04/30/automated-alphabet-reduction-with-evolutionary-algorithms-for-protein-structure-prediction/ http://www.illigal.uiuc.edu/web/kumara/2007/04/30/automated-alphabet-reduction-with-evolutionary-algorithms-for-protein-structure-prediction/#comments Mon, 30 Apr 2007 17:28:47 +0000 admin http://www.illigal.uiuc.edu/web/kumara/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.illigal.uiuc.edu/web/kumara/2007/04/30/automated-alphabet-reduction-with-evolutionary-algorithms-for-protein-structure-prediction/feed/ A survey of linkage learning techniques in genetic and evolutionary algorithms http://www.illigal.uiuc.edu/web/kumara/2007/04/15/a-survey-of-linkage-learning-techniques-in-genetic-and-evolutionary-algorithms/ http://www.illigal.uiuc.edu/web/kumara/2007/04/15/a-survey-of-linkage-learning-techniques-in-genetic-and-evolutionary-algorithms/#comments Sun, 15 Apr 2007 20:28:18 +0000 admin http://www.illigal.uiuc.edu/web/kumara/2007/04/15/a-survey-of-linkage-learning-techniques-in-genetic-and-evolutionary-algorithms/ Chen, Y.-p., Yu, T.-L., Sastry, K., Goldberg, D. E. (2007). IlliGAL Report No. 2007014. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].

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]]> http://www.illigal.uiuc.edu/web/kumara/2007/04/15/a-survey-of-linkage-learning-techniques-in-genetic-and-evolutionary-algorithms/feed/ Influence of selection and replacement strategies on linkage learning in BOA http://www.illigal.uiuc.edu/web/kumara/2007/04/03/influence-of-selection-and-replacement-strategies-on-linkage-learning-in-boa/ http://www.illigal.uiuc.edu/web/kumara/2007/04/03/influence-of-selection-and-replacement-strategies-on-linkage-learning-in-boa/#comments Tue, 03 Apr 2007 18:54:12 +0000 admin http://www.illigal.uiuc.edu/web/kumara/2007/04/03/influence-of-selection-and-replacement-strategies-on-linkage-learning-in-boa/ Lima C. F. Pelikan M. Goldberg D. E. Lobo F. G. Sastry K. Hauschild M. (2007). IlliGAL Report No. 2007013. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].

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