Archive for 'Principled Efficiency Enhancement Techniques' Category
Enhancing the efficiency of the extended compact genetic algorithm
20 May 2008Duque, 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 2008Hauschild, M., Pelikan, M., Sastry, K., Goldberg, D. E. (2008). MEDAL Report No. 2008003. University of Missouri at St. Louis. [Full Paper - PDF].
Sporadic model building for efficiency enhancement of the hierarchical BOA
6 April 2008Pelikan, M., Sastry, K., Goldberg, D. E. (2008). Genetic Programming and Evolvable Machines, 9(1). 53–84. [Preprint: MEDAL report no. 2007009] [Full paper - DOI].
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].
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].
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].
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].
Scalability of a hybrid extended compact genetic algorithm for ground state optimization of clusters
4 June 2007Sastry, K., Goldberg, D. E., Johnson, D. D. (2007). Materials and Manufacturing Processes, 22(5), 570-576. [Full Paper - DOI].
Do not match, inherit: Fitness surrogates for genetics-based machine learning techniques
28 March 2007Llorà 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].
Towards billion bit optimization via efficient genetic algorithms
15 February 2007Sastry, 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].
