Archive for 'Genetic and Evolutionary Algorithm Theory' 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].
Empirical Analysis of ideal recombination on random decomposable problems
14 July 2007Sastry, 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].
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].
Let’s get ready to rumble redux: Crossover versus mutation head to head on exponentially scaled problems
13 July 2007Sastry, 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].
Modeling selection pressure in XCS for proportionate and tournament selection
13 July 2007Orriols-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].
Modeling XCS in class imbalances: Population sizing and parameter settings
13 July 2007Orriols-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].
Towards billion bit optimization via efficient genetic algorithms
15 February 2007Sastry, 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].
Let’s get ready to rumble redux: Crossover versus mutation head to head on exponentially scaled problems
11 February 2007Sastry, K., Goldberg, D. E. (2007). IlliGAL Report No. 2007005. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Population sizing for entropy-based model building in genetic algorithms
20 June 2006Yu, 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] .
Analysis of ideal recombination on random decomposable problems
8 April 2006Sastry, 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] .
