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2012 IEEE 24th International Conference on Tools with Artificial Intelligence (2004)
Boca Raton, Florida
Nov. 15, 2004 to Nov. 17, 2004
ISSN: 1082-3409
ISBN: 0-7695-2236-X
pp: 380-387
Colm O'Riordan , National University of Ireland
John Newell , National University of Ireland
Séamus Hill , National University of Ireland
ABSTRACT
Genetic Algorithms in their original form as presented by Holland [10] included four operators selection, reproduction, mutation and inversion. Today most attention is given to selection, crossover and mutation, whereas inversion is rarely used. In this paper we compare the effectiveness of an inversion operator in a basic GA, and in a GA using fitness scaling. Results indicate that at higher levels of epistasis inversion is more useful in a basic GA than a GA with fitness scaling.
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CITATION
Colm O'Riordan, John Newell, Séamus Hill, "Analysing the Effects of Combining Fitness Scaling and Inversion in Genetic Algorithms", 2012 IEEE 24th International Conference on Tools with Artificial Intelligence, vol. 00, no. , pp. 380-387, 2004, doi:10.1109/ICTAI.2004.32
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