Kumara Sastry » Conference Proceedings

Towards billion bit optimization via parallel estimation of distribution algorithm

Kumara Sastry — Sat, 14 Jul 2007 14:49:00 +0000

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].

Empirical Analysis of ideal recombination on random decomposable problems

Kumara Sastry — Sat, 14 Jul 2007 14:36:06 +0000

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].

Automated alphabet reduction method with evolutionary algorithms for protein structure prediction

Kumara Sastry — Sat, 14 Jul 2007 14:24:26 +0000

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].

Population sizing for entropy-based model building in genetic algorithms

Kumara Sastry — Sat, 14 Jul 2007 14:15:10 +0000

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].

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

Kumara Sastry — Sat, 14 Jul 2007 03:06:50 +0000

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].

Modeling selection pressure in XCS for proportionate and tournament selection

Kumara Sastry — Sat, 14 Jul 2007 02:15:34 +0000

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].

Do not match, Inherit: Fitness surrogates for genetics-based machine learning techniques

Kumara Sastry — Sat, 14 Jul 2007 01:59:55 +0000

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].

Modeling XCS in class imbalances: Population sizing and parameter settings

Kumara Sastry — Sat, 14 Jul 2007 01:45:32 +0000

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].

Analyzing probabilistic models in hierarchical BOA on traps and spin glasses

Kumara Sastry — Sat, 14 Jul 2007 01:12:34 +0000

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].

Substructural neighborhoods for local search in the Bayesian optimization algorithm

admin — Wed, 27 Sep 2006 07:10:38 +0000

Lima, C. F., Pelikan, M., Sastry, K., Butz, M., Goldberg, D. E., Lobo, F. G. (2006). Parallel Problem Solving From Nature (PPSN IX) . 232—241. [Full paper - PDF] [Full paper - PS] .

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