Kumara Sastry

Archive for 'Estimation of Distribution Algorithms' Category

Designing competent mutation operators via probabilistic model building of neighborhoods

24 June 2004

Sastry, K., Goldberg, D. E. (2004). Proceedings of the Genetic and Evolutionary Computation Conference, 2 , 114—125. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Scalability of the Bayesian optimization algorithm

24 November 2003

Pelikan, M., Sastry, K., Goldberg, D. E. (2003). International Journal of Approximate Reasoning, 31(3), 221—258. [Full paper - PDF] [Full paper - PS].
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Probabilistic model building and competent genetic programming

12 October 2003

Sastry, K., Goldberg, D. E. (2003). . In Riolo, R., Worzel, B. (Eds.), Genetic Programming Theory and Practice. 205—220. Boston, MA: Kluwer Academic Publishers. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Evolutionary algorithms + graphical models = scalable black-box optimization

1 December 2001

Pelikan, M., Sastry, K., Goldberg, D. E. (2001). IlliGAL report no. 2001029. University of Illinois at Urbana-Champaign. [Full paper - PDF] [Full paper - PS].
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Linkage learning in real-coded GAs with simplex crossover

10 September 2001

Tsutsui, S., Goldberg, D. E., Sastry, K. (2001). Proceedings of the 5th International Conference on Artificial Evolution, 51—58. [Full paper - PDF] [Full paper - PS].
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Efficient cluster optimization using a hybrid extended compact genetic algorithm with a seeded population

12 July 2001

Sastry, K. (2001). Workshop Proceedings of the Genetic and Evolutionary Computation Conference, 222—225. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Bayesian optimization algorithm, decision graphs, and Occam’s razor

12 July 2001

Pelikan, M., Goldberg, D. E., Sastry, K. (2001). Proceedings of the Genetic and Evolutionary Computation Conference, 519—526. [Full paper - PDF] [Full paper - PS].
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Silicon cluster optimization using extended compact genetic algorithm

25 March 2001

Sastry, K., Xiao, G. (2001). IlliGAL report no. 2001016. University of Illinois at Urbana-Champaign. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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On extended compact genetic algorithm

12 July 2000

Sastry, K., Goldberg, D. E. (2000). Late Breaking Paper in Genetic and Evolutionary Computation Conference, 352—359. [Full paper - PDF] [Full paper - PS] [Presentation slides]

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