Archive for 'Competent GAs' Category

Towards billion bit optimization via parallel estimation of distribution algorithm

14 July 2007

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].

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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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Analyzing probabilistic models in hierarchical BOA on traps and spin glasses

13 July 2007

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].

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Scalability of a hybrid extended compact genetic algorithm for ground state optimization of clusters

4 June 2007

Sastry, K., Goldberg, D. E., Johnson, D. D. (2007). Materials and Manufacturing Processes, 22(5), 570-576. [Full Paper - DOI].

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A survey of linkage learning techniques in genetic and evolutionary algorithms

15 April 2007

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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Efficiency enhancement of estimation of distribution algorithms

29 July 2006

Sastry, K. (2006). Presentation at MEDAL gathering on evolutionary computation. Download presentation slides.

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Population sizing to go: Online adaptation using noise and substructural measurement

20 March 2006

Yu, T.-L., Sastry, K., Goldberg, D. E. (In preparation). In Lobo, F., Lima, C., Michalewicz, Z. (Eds.), Parameter Settings in Evolutionary Algorithms.

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Online population size adjusting using noise and substructural measurements

5 September 2005

Yu, T.-L., Sastry, K., Goldberg, D. E. (2005). Proceedings of the Congress on Evolutionary Computation Conference, 3, 2491—2498. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Linkage learning, overlapping building blocks, and a systematic strategy for scalable recombination

24 June 2005

Yu, T.-L., Sastry, K., Goldberg, D. E. (2005). Proceedings of the Genetic and Evolutionary Computation Conference. 1217—1224. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Discovering deep building blocks for competent genetic algorithms using chance discovery via KeyGraphs

24 August 2003

Goldberg, D. E., Sastry, K., Ohsawa, Y. (2003). In Ohsawa, Y., McBurney, P. (Eds.), Chance Discovery. 276—302. Berlin: Springer-Verlag. [Full paper - PDF] [Full paper - PS].
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