Archive for 'Publications' Category
Moved to my new webpage: www.kumarasastry.com
21 July 2007I moved my homepage over to www.kumarasastry.com. I was planning this move for sometime now and finally did it.
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].
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].
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].
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].
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].
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].