Archive for 'Estimation of Distribution Algorithms' 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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Linkage learning, rule representation, and the χ-ary extended compact classifier system

6 April 2008

Llorà, X., Sastry, K., Lima, C. F., Lobo, F. G., Goldberg, D. E. (2008). IlliGAL Report No. 2008005. University of Illinois at Urbana-Champaign, Urbana IL. [Full Paper – PDF] [Full Paper – PS].
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Real-coded ECGA for solving decomposable real-valued optimization problems

6 April 2008

Li, M., Goldberg, D. E., Sastry, K., Yu, T.-L. (2007). Proceedings of the 2007 IEEE Congress on Evolutionary Computation (CEC 2007). 2194–2201. [Full Paper].
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Influence of selection and replacement strategies on linkage learning in BOA

6 April 2008

Lima, C. F., Pelikan, M., Goldberg, D. E., Lobo, F. G., Sastry, K., Hauschild, M. (2007). Proceedings of the 2007 IEEE Congress on Evolutionary Computation (CEC 2007). 1083–1090. [Full Paper].
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A simple real-coded extended compact genetic algorithm

6 April 2008

Fossati, L., Lanzi, P. L., Sastry, K., Goldberg, D. E., Gomez, O. (2007). Proceedings of the 2007 IEEE Congress on Evolutionary Computation (CEC 2007). 342–348. [Full Paper].
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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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iBOA: The incremental Bayesian optimization algorithm

6 April 2008

Pelikan, M., Sastry, K., Goldberg, D. E. (2008). Medal Report No. 2008002. 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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Genetic algorithms and genetic programming for multiscale modeling: Applications in materials science and chemistry and advances in scalability

13 September 2007

Sastry, K. (2007). IlliGAL Report No. 2007019. University of Illinois at Urbana-Champaign, Urbana IL. [Ph.D. Thesis – PDF] [Ph.D. Thesis – PS] [Defense presentation slides].


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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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