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Bibliographic record number: 640222

Journal

Authors: Picek, Stjepan; Jakobović, Domagoj; Golub, Marin
Title: On the Recombination Operator in the Real-Coded Genetic Algorithms
( On the Recombination Operator in the Real-Coded Genetic Algorithms )
Source: Proceedings of the 2013 IEEE Congress on Evolutionary Computation
Meeting: IEEE Congress on Evolutionary Computation, CEC 2013
Location and date: Cancun, Meksiko, 20-23.06.2013
Keywords: genetic algorithm ; crossover
( genetic algorithm ; crossover )
Abstract:
Crossover is the most important operator in realcoded genetic algorithms. However, the choice of the best operator for a specific problem can be a difficult task. In this paper we compare 16 crossover operators on a set of 24 benchmark functions. A detailed statistical analysis is performed in an effort to find the best performing operators. The results show that there are significant differences in efficiency of different crossover operators, and that the efficiency may also depend on the distinctive properties of the fitness function. Additionally, the results point out that the combination of crossover operators yields the best results.
Type of meeting: Poster
Type of presentation in a journal: Full-text (1500 words and more)
Type of peer-review: International peer-review
Project / theme: 036-0362980-1921
Original language: eng
Category: Znanstveni
Research fields:
Computer science
Full paper text: 640222.CEC_2013.pdf (tekst priložen 5. Pro. 2013. u 13:24 sati)
Contrib. to CROSBI by: Marin Golub (marin.golub@fer.hr), 30. Kol. 2013. u 16:05 sati



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