Archive for 'Principled Efficiency Enhancement Techniques' Category
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.
Substructural neighborhoods for local search in the Bayesian optimization algorithm
27 September 2006Lima, 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] .
Efficiency enhancement of estimation of distribution algorithms
29 July 2006Sastry, K. (2006). Presentation at MEDAL gathering on evolutionary computation. Download presentation slides.
Fast rule matching for learning classifier systems via vector instructions
14 July 2006Llorà 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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Evaluation relaxation using substructural information and linear estimation
11 July 2006Sastry, 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].
Sporadic model building for efficiency enhancement of hBOA
11 July 2006Pelikan, M., Sastry, K., Goldberg, D. E. (2006). Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 405—412. [Full paper - PDF] [Full paper - PS][Presentation slides].
Efficiency enhancement of estimation of distribution algorithms
20 March 2006Sastry, K., Pelikan, M., Goldberg, D. E. (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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