Archive for 'Estimation of Distribution Algorithms' Category
Towards billion bit optimization via parallel estimation of distribution algorithm
14 July 2007Sastry, 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].
Automated alphabet reduction method with evolutionary algorithms for protein structure prediction
14 July 2007Bacardit, 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].
Population sizing for entropy-based model building in genetic algorithms
14 July 2007Yu, 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].
Do not match, Inherit: Fitness surrogates for genetics-based machine learning techniques
13 July 2007Llorà, 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].
Substructrual surrogates for learning decomposable classification problems: implementation and first results
13 July 2007Orriols-Puig, A., Sastry, K., Goldberg, D. E., Bernadó-Mansilla, E. (2007). International Workshop on Learning Classifier Systems. 2875–2882. [Full paper - DOI] [Presentation slides].
Analyzing probabilistic models in hierarchical BOA on traps and spin glasses
13 July 2007Hauschild, 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].
Scalability of a hybrid extended compact genetic algorithm for ground state optimization of clusters
4 June 2007Sastry, K., Goldberg, D. E., Johnson, D. D. (2007). Materials and Manufacturing Processes, 22(5), 570-576. [Full Paper - DOI].
Automated alphabet reduction with evolutionary algorithms for protein structure prediction
30 April 2007Bacardit, 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].
A survey of linkage learning techniques in genetic and evolutionary algorithms
15 April 2007Chen, 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].
Influence of selection and replacement strategies on linkage learning in BOA
3 April 2007Lima 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].