Archive for 'Genetic and Evolutionary Algorithm Theory' Category

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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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Empirical Analysis of ideal recombination on random decomposable problems

14 July 2007

Sastry, K., Pelikan, M., Goldberg, D. E. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 1388–1395. [Nominated for best paper in Genetic Algorithms track] [Preprint: IlliGAL report no. 2006016] [Full paper – DOI] [Presentation slides].




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Population sizing for entropy-based model building in genetic algorithms

14 July 2007

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].




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Let’s get ready to rumble redux: Crossover versus mutation head to head on exponentially scaled problems

13 July 2007

Sastry, K., Goldberg, D. E. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 1380–1387. [Preprint: IlliGAL report no. 2007005] [Full paper – DOI] [Presentation slides].




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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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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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Towards billion bit optimization via efficient genetic algorithms

15 February 2007

Sastry, K., Goldberg, D. E., Llorà, X. (2007). IlliGAL Report No. 2007007. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper – PDF] [Full paper – PS]. [Also see the following paper in the journal complexity].

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Let’s get ready to rumble redux: Crossover versus mutation head to head on exponentially scaled problems

11 February 2007

Sastry, K., Goldberg, D. E. (2007). IlliGAL Report No. 2007005. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper – PDF] [Full paper – PS].

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Population sizing for entropy-based model building in genetic algorithms

20 June 2006

Yu, T.-L., Sastry, K., Goldberg, D. E., Pelikan, M. (2006). lliGAL report no. 2006020. University of Illinois at Urbana Champaign. [Full paper – PDF] [Full paper – PS] .

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Analysis of ideal recombination on random decomposable problems

8 April 2006

Sastry, K., Pelikan, M., Goldberg, D. E. (2006). IlliGAL report no. 2006016, and MEDAL report no. 2006004. University of Illinois at Urbana Champaign. [Full paper – PDF] [Full paper – PS] .

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