Archive for 'Principled Efficiency Enhancement Techniques' Category

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Principled efficiency enhancement techniques

24 November 2005

Sastry, K. (2005). Tutorial at the 2005 Genetic and Evolutionary Computation Conference. Download tutorial slides.

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Combating user fatigue in iGAs: Partial ordering, support vector machines, and synthetic fitness

24 June 2005

Llorà, X., Sastry, K., Goldberg, D. E., Gupta, A., Lakshmi, L. (2005). Proceedings of the Genetic and Evolutionary Computation Conference. 1363—1370. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Combining Competent Crossover and Mutation Operators: A Probabilistic Model Building Approach

24 June 2005

Lima, C., Sastry, K., Goldberg, D. E., Lobo, F. (2005). Proceedings of the Genetic and Evolutionary Computation Conference. 735—742. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Efficiency enhancement of probabilistic model building genetic algorithms

24 June 2004

Sastry, K., Pelikan, M., Goldberg, D. E. (2004). Optimization by Building and Using Probabilistic Models: Workshop at the Genetic and Evolutionary Computation Conference. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Efficiency enhancement of genetic algorithms via building-block-wise fitness estimation

24 June 2004

Sastry, K., Pelikan, M., Goldberg, D. E. (2004). Proceedings of the IEEE Conference on Evolutionary Computation. 720—727. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Fitness inheritance in the Bayesian optimization algorithm

24 June 2004

Pelikan, M., Sastry, K. (2004). Proceedings of the Genetic and Evolutionary Computation Conference, 2 , 48—59. [Full paper - PDF] [Full paper - PS].
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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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Let’s get ready to rumble: Crossover versus mutation head to head

24 June 2004

Sastry, K., Goldberg, D. E. (2004). Proceedings of the Genetic and Evolutionary Computation Conference, 2 , 126—137. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Optimal sampling and speed-up for genetic algorithms on the sampled OneMax problem

24 June 2003

Yu, T.-L., Goldberg, D. E., Sastry, K. (2003). Proceedings of the Genetic and Evolutionary Computation Conference. 1554—1565. [Full paper - PDF] [Full paper - PS].
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Fitness inheritance in multi-objective optimization

24 June 2002

Chen, J.-H., Goldberg, D. E., Ho, S.-Y., Sastry, K. (2002). Proceedings of the Genetic and Evolutionary Computation Conference. 319—326. [Full paper - PDF] [Full paper - PS].
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