Archive for 'Estimation of Distribution Algorithms' Category
Substructrual surrogates for learning decomposable classification problems: Implementation and first results
26 March 2007Orriols-Puig A., Sastry K., Goldberg D. E., Bernadó-Mansilla E. (2007). IlliGAL Report No. 2007010. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Extended compact genetic algorithm in matlab
22 March 2007Sastry, K., Orriols-Puig, A. (2007). IlliGAL Report No. 2007009. University of Illinois at Urbana-Champaign, Urbana IL. [Documentation - PDF] [Documentation - PS] [Download source code].
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].
Analyzing probabilistic models in hierarchical BOA on traps and spin glasses
1 February 2007Hauschild, M., Pelikan, M., Lima, C. F. and Sastry, K. (2007). Medal Report No. 2007001. University of Missouri at St. Louis. [Full paper - PDF].
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] .
Hierarchical BOA, cluster exact approximation, and Ising spin glasses
27 September 2006Pelikan, M., Hartmann, A. K., and Sastry, K. (2006). Parallel Problem Solving From Nature (PPSN IX) . 121—131.
Efficiency enhancement of estimation of distribution algorithms
29 July 2006Sastry, K. (2006). Presentation at MEDAL gathering on evolutionary computation. Download presentation slides.
Hierarchical BOA on random decomposable problems
11 July 2006Pelikan, 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].