Archive for 'Principled Efficiency Enhancement Techniques' Category
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].
Let’s get ready to rumble redux: Crossover versus mutation head to head on exponentially scaled problems
11 February 2007Sastry, K., Goldberg, D. E. (2007). IlliGAL Report No. 2007005. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Toward routine billion-variable optimization using genetic algorithms
18 January 2007Goldberg, D. E., Sastry, K., Llorà X. (2007) Complexity, 12(3), 27—29. [Full paper-PDF] [Press release].
Scalable optimization via probabilistic modeling: From algorithms to applications
1 November 2006Pelikan, M., Sastry, K., Cantú-Paz, E. (Eds.), 2006. Berlin:Springer. [Order] [Sample chapter].
Click here to see the press release about SOPM.
