Archive for 'Conference Proceedings' Category

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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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Modeling XCS in class imbalances: Population sizing and parameter settings

13 July 2007

Orriols-Puig, A., Goldberg, D. E., Sastry, K., Bernadó-Mansilla, E. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 1838–1845. [Preprint: IlliGAL report no. 2007001] [Full paper - DOI] [Presentation slides].



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Analyzing probabilistic models in hierarchical BOA on traps and spin glasses

13 July 2007

Hauschild, M., Pelikan, M., Lima, C. F., Sastry, K. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 523–530. [Preprint: Medal report no. 2007001] [Full paper - DOI] [Download presentation slides].



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Substructural neighborhoods for local search in the Bayesian optimization algorithm

27 September 2006

Lima, C. F., Pelikan, M., Sastry, K., Butz, M., Goldberg, D. E., Lobo, F. G. (2006). Parallel Problem Solving From Nature (PPSN IX) . 232—241. [Full paper - PDF] [Full paper - PS] .

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Hierarchical BOA, cluster exact approximation, and Ising spin glasses

27 September 2006

Pelikan, M., Hartmann, A. K., and Sastry, K. (2006). Parallel Problem Solving From Nature (PPSN IX) . 121—131.

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Fast rule matching for learning classifier systems via vector instructions

14 July 2006

Llorà X. and Sastry, K. (2006). Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 1513—1520. [Full paper - PDF] [Full paper - PS].
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Analyzing active interactive genetic algorithms using visual analytics

14 July 2006

Llorà, X., Sastry, K., Alías, F., Goldberg, D. E., Welge, M. (2006). Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 1417—1418. [Full paper - PDF] [Full paper - PS].
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Hierarchical BOA on random decomposable problems

11 July 2006

Pelikan, M., Sastry, K., Butz, M.V., Goldberg, D.E. (2006). Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 431—432. [Full paper - PDF] [Full paper - PS] [Poster slides].

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Multiobjective genetic algorithms for multiscaling excited state direct dynamics in photochemistry

11 July 2006

Sastry, K., Johnson, D.D., Thompson, A. L., Goldberg, D. E., Martinez, T. J., Leiding, J., Owens, J. (2006). Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 1745—1752. [Full paper - PDF] [Full paper - PS] [Presentation slides]. [Best paper award in Real World Applications track] [Silver Humie award at the Human Competitive Results Competition].

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Evaluation relaxation using substructural information and linear estimation

11 July 2006

Sastry, K., Lima, C. F., Goldberg, D. E. (2006). Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 419—426. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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