Archive for 'Principled Efficiency Enhancement Techniques' Category

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Enhancing the efficiency of the extended compact genetic algorithm

20 May 2008

Duque, T., Goldberg, D. E., Sastry, K. (2008). IlliGAL Report No. 2008006. University of Illinois at Urbana-Champaign, Urbana IL. [Full Paper – PDF] [Full Paper – PS].
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Using previous models to bias structural learning in the hierarchical BOA

6 April 2008

Hauschild, M., Pelikan, M., Sastry, K., Goldberg, D. E. (2008). MEDAL Report No. 2008003. University of Missouri at St. Louis. [Full Paper – PDF].

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Sporadic model building for efficiency enhancement of the hierarchical BOA

6 April 2008

Pelikan, M., Sastry, K., Goldberg, D. E. (2008). Genetic Programming and Evolvable Machines, 9(1). 53–84. [Preprint: MEDAL report no. 2007009] [Full paper – DOI].

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Towards billion bit optimization via parallel estimation of distribution algorithm

14 July 2007

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].




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

13 July 2007

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].




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

13 July 2007

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].




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Substructrual surrogates for learning decomposable classification problems: implementation and first results

13 July 2007

Orriols-Puig, A., Sastry, K., Goldberg, D. E., Bernadó-Mansilla, E. (2007). International Workshop on Learning Classifier Systems. 2875–2882. [Full paper – DOI] [Presentation slides].




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Scalability of a hybrid extended compact genetic algorithm for ground state optimization of clusters

4 June 2007

Sastry, K., Goldberg, D. E., Johnson, D. D. (2007). Materials and Manufacturing Processes, 22(5), 570-576. [Full Paper – DOI].

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

28 March 2007

Llorà X. Sastry K. Yu T.-L. Goldberg D. E. (2007). IlliGAL Report No. 2007011. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper – PDF] [Full paper – PS].

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Towards billion bit optimization via efficient genetic algorithms

15 February 2007

Sastry, K., Goldberg, D. E., Llorà, X. (2007). IlliGAL Report No. 2007007. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper – PDF] [Full paper – PS]. [Also see the following paper in the journal complexity].

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