Archive for 'Estimation of Distribution Algorithms' Category

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Limits of scalability of multiobjective estimation of distribution algorithms

5 September 2005

Sastry, K., Pelikan, M., Goldberg, D. E. (2005). Proceedings of the Congress on Evolutionary Computation, 3, 2217—2224. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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Multiojbective hBOA, clustering, and scalability

24 June 2005

Pelikan, M., Sastry, K., Goldberg, D. E. (2005). Proceedings of the Genetic and Evolutionary Computation Conference. 663—670. [Full paper - PDF] [Full paper - PS].
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Sub-structural niching in estimation of distribution algorithms

24 June 2005

Sastry, K., Abbass, H. A., Goldberg, D. E., Johnson, D. D. (2005). Proceedings of the Genetic and Evolutionary Computation Conference. 671—678. (Nominated for best paper in EDA track). [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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Scalability of genetic programming and probabilistic incremental program evolution

24 June 2005

Ondas, R., Pelikan, M., Sastry, K. (2005). Proceedings of the Genetic and Evolutionary Computation Conference. 1785—1786. [Preprint arXiv:cs.NE/0502029].
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Sub-structural niching in non-stationary environments

10 December 2004

Sastry, K., Abbass, H. A., Goldberg, D. E. (2004). Proceedings of the Australian Artificial Intelligence Conference. 873—885. [Full paper - PDF] [Full paper - PS].
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Oiling the wheels of change: The role of adaptive automatic problem decomposition in non-stationary environments

24 November 2004

Abbass, H. A., Sastry, K., Goldberg, D. E. (2004). IlliGAL report no. 2004029. University of Illinois at Urbana-Champaign. [Full paper - PDF] [Full paper - PS].
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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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