Self-adaptation of genetic operator probabilities using differential evolution

SASO 2009 - 3rd IEEE International Conference on Self-Adaptive and Self-Organizing Systems

Volumn , Issue , 2009, Pages 274-275

  Vafaee, Fatemeh ^a   Nelson, Peter C ^a  

^a UNIVERSITY OF ILLINOIS AT CHICAGO   (United States)

Author keywords

Evolutionary algorithms; Genetic operator probabilities; Self adatation

Indexed keywords

DIFFERENTIAL EVOLUTION; GENETIC OPERATOR PROBABILITIES; GENETIC OPERATORS; OPTIMIZATION ALGORITHMS; SELF ADAPTATION; SELF-ADATATION; SYMBOLIC REGRESSION PROBLEMS;

CYBERNETICS; EVOLUTIONARY ALGORITHMS; PROBABILITY;

MATHEMATICAL OPERATORS;

EID: 73649144575     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SASO.2009.13     Document Type: Conference Paper

References (10)

1. T. Back, "Self-Adaptation in Genetic Algorithms Conference on Artificial Life." In Proceedings of the 1st European. MIT Press, 1991. 263-271.
2. C. Ferreira, "Gene Expression Programming: a New Adaptive Algorithm for Solving Problems." Complex Systems 13, no. 2 (2001): 87-129.
3. J. Gomez, "Self Adaptation of Operator Rates in Evolutionary Algorithms." In Proceedings of the Genetic and Evolutionary Computation. Springer, 2004. 1162-1173.
4. J. J. Grefenstette, "Optimization of Control Parameters for Genetic Algorithms." IEEE Transactions on Systems, Man and Cybernetics 16, no. 1 (1986): 122-128.
5. R. Hinterding, H. Gielewski, and T. C. Peachey. "The Nature of Mutation in Genetic Algorithms." Edited by Eshelman L. J. In Proceedings of the Sixth International Conference on Genetic Algorithms. Morgan Kaufmann, 1995.
6. J. H. Holland, "Adaptation in Natural and Artificial Systems". Ann Arbor: University of Michigan Press, 1975.
7. S. Kirkpatrick, C. D. Gelatt, and M. P. Vecchi, "Optimization by Simulated Annealing". Science. New Series 220 (4598): 671-680. ISSN 00368075. 1983
8. S. Luke, and L. Spector. "A Revised Comparison of Crossover and Mutation in Genetic Programming." In Proceedings of the Third Annual Genetic Programming Conference (GP98). San Fransisco: Morgan Kaufmann, 1998. 208-213.
9. M. Srinivas, and L. M. Patnaik. "Adaptive Probabilities of Crossover and Mutation in Genetic Algorithms." IEEE Transactions on Systems, Man and Cybernetics 24, no. 4 (1994): 656-667.
10. R. Storn, and K. Price. "Differential Evolution - A Simple and Efficient Heuristic for Global Optimization over Continuous Spaces." Journal of Global Optimization 11, no. 4 (1997): 341-359.