Archive for 'Publications' Category
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].
Let’s get ready to rumble redux: Crossover versus mutation head to head on exponentially scaled problems
11 February 2007Sastry, K., Goldberg, D. E. (2007). IlliGAL Report No. 2007005. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Modeling selection pressure in XCS for proportionate and tournament selection
9 February 2007Orriols-Puig A., Sastry K., Lanzi, P. L., Goldberg, D. E., Bernadó-Mansilla E. (2007). IlliGAL Report No. 2007004. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Modeling XCS in class imbalances: Population size and parameter settings
1 February 2007Orriols-Puig A., Goldberg D. E., Sastry K., Bernadó-Mansilla E. (2007). IlliGAL Report No. 2007001. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
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.
Problem solution sustenance in XCS: Markov chain analysis of niche support distributions and the impact on computational complexity
27 September 2006Butz, M. V., Goldberg, D. E., Lanzi, P. L., Sastry, K. (2006) Genetic Programming and Evolvable Machines. [ Springer Link] [Preprint Report - PDF] [Preprint Report - PS].
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] .
