Title of paper:
|
A generalized net model of a mutation operator for the breeder genetic algorithm
|
Author(s):
|
Tania Pencheva
|
Centre of Biomedical Engineering – Bulgarian Academy of Sciences, 105, Acad. G. Bonchev Str., Sofia 1113, Bulgaria
|
tania.pencheva@clbme.bas.bg
|
Olympia Roeva
|
Centre of Biomedical Engineering – Bulgarian Academy of Sciences, 105, Acad. G. Bonchev Str., Sofia 1113, Bulgaria
|
olympia@clbme.bas.bg
|
Anthony Shannon
|
Raffles College of Design and Commerce, North Sydney, 2060, Australia Warrane College, University of New South Wales, Kensington, 1465, Australia
|
(current: t.shannon@warrane.unsw.edu.au)
|
|
Presented at:
|
9th IWGN, Sofia, 4 July 2008
|
Published in:
|
Conference proceedings, pages 64—70
|
Download:
|
PDF (174 Kb, File info)
|
Abstract:
|
The apparatus of Generalized nets is here applied to a description of different techniques of crossover, which is one of the basic genetic algorithm operators. Presented here are GN models which describe three crossover techniques, namely one-point, two-point crossover as well as the “cut and splice” technique. The resulting GN models can be considered as separate modules, but they can also be accumulated into a GN model to describe a whole genetic algorithm.
|
Keywords:
|
Generalized nets, Genetic algorithms, Crossover
|
References:
|
- Aladjov H., K. Atanassov, A Generalized Net for Genetic Algorithms Learning, Proc. of the XXX Spring Conference of the Union of Bulgarian Mathematicians, Borovets, 2001, 242-249.
- Atanassov K., Generalized Nets and Systems Theory, Sofia, Academic Publishing House “Prof. M. Drinov”, 1997.
- Atanassov K., Generalized Nets, Singapore, New Jersey, London, World Scientific, 1991.
- Atanassov K., H. Aladjov, Generalized Nets in Artificial Intelligence, Vol. 2: Generalized nets and Machine Learning, Prof. M. Drinov Academic Publishing House, Sofia, 2000.
- Bies R.; M. Muldoon, B. Pollock, S. Manuck, G. Smith, M. Sale, A Genetic Algorithm-based, Hybrid Machine Learning Approach to Model Selection, Journal of Pharmacokinetics and Pharmacodynamics, 2006, 196-221.
- Chipperfield A., P. J. Fleming, H. Pohlheim, C. M. Fonseca, Genetic Algorithm Toolbox for use with MATLAB, 1993.
- Davis L., Handbook of genetic algorithms, Van Nostrand Reinhold, 1991.
- Fogel D., Evolutionary Computation: Toward a New Philosophy of Machine Intelligence, IEEE Press, NJ, Third edition, 2006.
- Goldberg D. E., Genetic Algorithms in Search, Optimization and Machine Learning, Addison Wesley, 1989.
- Holland J., Adaptation in Natural and Artificial Systems, University of Michigan Press, Ann Arbor, 1975.
- Roeva О., K. Atanassov, A. Shannon, Generalized Net for Selection of Genetic Algorithm Operators, Proceedings of Scientific Session of the Section “Informatics”, Union of Scientists in Bulgaria, in press.
- Roeva O., K. Atanassov, A. Shannon, Generalized net for evaluation of genetic algorithm fitness function, Proceedings of the Eighth International Workshop on Generalized Nets, Sofia, June 26, 2007, 48-55.
|
Citations:
|
The list of publications, citing this article may be empty or incomplete. If you can provide relevant data, please, write on the talk page.
|
|