Archive for 'Technical Reports' Category
Influence of selection and replacement strategies on linkage learning in BOA
3 April 2007Lima C. F. Pelikan M. Goldberg D. E. Lobo F. G. Sastry K. Hauschild M. (2007). IlliGAL Report No. 2007013. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
Do not match, inherit: Fitness surrogates for genetics-based machine learning techniques
28 March 2007Llorà X. Sastry K. Yu T.-L. Goldberg D. E. (2007). IlliGAL Report No. 2007011. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
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].
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].
Population sizing for entropy-based model building in genetic algorithms
20 June 2006Yu, T.-L., Sastry, K., Goldberg, D. E., Pelikan, M. (2006). lliGAL report no. 2006020. University of Illinois at Urbana Champaign. [Full paper - PDF] [Full paper - PS] .
