Archive for 'Publications' Category
Analyzing probabilistic models in hierarchical BOA on traps and spin glasses
13 July 2007Hauschild, M., Pelikan, M., Lima, C. F., Sastry, K. (2007). Proceedings of the 2007 Genetic and Evolutionary Computation Conference (GECCO 2007). 523–530. [Preprint: Medal report no. 2007001] [Full paper - DOI].
Single and multiobjective genetic algorithm toolbox for Matlab in C++
11 June 2007Sastry, K. (2007). IlliGAL Report No. 2007017. University of Illinois at Urbana-Champaign, Urbana IL. [Documentation - PDF] [Documentation - PS] [Download source code].
Single and Multiobjective Genetic Algorithm Toolbox in C++
11 June 2007Sastry, K. (2007). IlliGAL Report No. 2007016. University of Illinois at Urbana-Champaign, Urbana IL. [Documentation - PDF] [Documentation - PS] [Download source code].
Optimization of semiempirical quantum chemisty methods via multiobjective genetic algorithms: Accurate photochemistry for larger molecules and longer time scales
4 June 2007Sastry, K., Johnson, D. D., Thompson, A. L., Goldberg, D. E., Martinez, T. J., Leiding, J., Owens, J. (2007). Materials and Manufacturing Processes, 22(5), 553-561. [Full Paper - DOI]
Scalability of a hybrid extended compact genetic algorithm for ground state optimization of clusters
4 June 2007Sastry, K., Goldberg, D. E., Johnson, D. D. (2007). Materials and Manufacturing Processes, 22(5), 570-576. [Full Paper - DOI].
Automated alphabet reduction with evolutionary algorithms for protein structure prediction
30 April 2007Bacardit, J., Stout, M., Hirst, J. D., Sastry, K., Llorà, X., Krasnogor, N. (2007). IlliGAL Report No. 2007015. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
A survey of linkage learning techniques in genetic and evolutionary algorithms
15 April 2007Chen, Y.-p., Yu, T.-L., Sastry, K., Goldberg, D. E. (2007). IlliGAL Report No. 2007014. University of Illinois at Urbana-Champaign, Urbana IL. [Full paper - PDF] [Full paper - PS].
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].