Archive for 'Publications' Category
Linkage learning via probabilistic modeling in the ECGA
20 March 2006Harik, G. R., Lobo, F. G., Sastry, K. (In press) . In Pelikan, M., Sastry, K., Cantú-Paz, E. (Eds.), Scalable Optimization via Probabilistic Modeling: From Algorithms to Applications.
Evaluation consistency in iGAs: User contradictions as cycles in partial-ordering graphs
11 January 2006Llorà, X., Alías, F. , Formiga, L., Sastry, K., Goldberg, D. E. (2005). IlliGAL Report No. 2005022. University of Illinois at Urbana Champaign. [Full paper - PDF] [Full paper - PS].
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Fluctuating crosstalk as a source of deterministic noise and its effects on GA scalability
17 December 2005Sastry, K., Winward, P., Goldberg, D. E., Lima, C. F. (2006). Applications of Evolutionary Computing EvoWorkshops2006: EvoBIO, EvoCOMNET, EvoHOT, EvoIASP, EvoInteraction, EvoMUSART, EvoSTOCK. 740—751. [Full paper - PDF] [Full paper - PS].
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Principled efficiency enhancement techniques
24 November 2005Sastry, K. (2005). Tutorial at the 2005 Genetic and Evolutionary Computation Conference. Download tutorial slides.
Genetic algorithms: A tutorial
24 November 2005Sastry, K., Goldberg, D.E., Kendall, G. (2005). In Burke, E. and Kendall, G. (Eds), Introductory Tutorials in Optimization, Search and Decision Support Methodologies. Berlin: Springer.
The compact classifier system: Motivation, analysis and first results
5 September 2005Llorà, X., Sastry, K., Goldberg, D. E. (2005). Proceedings of the Congress on Evolutionary Computation, 1, 596—603. [Full paper - PDF] [Full paper - PS] [Presentation slides].
Online population size adjusting using noise and substructural measurements
5 September 2005Yu, T.-L., Sastry, K., Goldberg, D. E. (2005). Proceedings of the Congress on Evolutionary Computation Conference, 3, 2491—2498. [Full paper - PDF] [Full paper - PS] [Presentation slides].
Limits of scalability of multiobjective estimation of distribution algorithms
5 September 2005Sastry, K., Pelikan, M., Goldberg, D. E. (2005). Proceedings of the Congress on Evolutionary Computation, 3, 2217—2224. [Full paper - PDF] [Full paper - PS] [Presentation slides].
Genetic programming for multi-timescale modeling
20 August 2005Sastry, K. Johnson, D. D., Goldberg, D. E., Bellon, P. (2005). Physical Review B, 72, 085438. [Selected for the August 29, 2005 issue of Virtual Journal of Nanoscale Science & Technology as frontier research].
Linkage learning, overlapping building blocks, and a systematic strategy for scalable recombination
24 June 2005Yu, T.-L., Sastry, K., Goldberg, D. E. (2005). Proceedings of the Genetic and Evolutionary Computation Conference. 1217—1224. [Full paper - PDF] [Full paper - PS] [Presentation slides].
