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C. FERREIRA |
In N. Nedjah, L. de M. Mourelle, A. Abraham, eds., Genetic Systems
Programming: Theory and Experiences, Studies in Computational
Intelligence, Vol. 13, pp. 21-56, Springer-Verlag, 2006. |
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Automatically Defined Functions in Gene Expression Programming
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Analyzing the Importance of ADFs in
Automatic Programming |
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The motivation behind the implementation of
Automatically Defined Functions in Genetic Programming, was the
belief that ADFs allow the evolution of modular solutions and,
consequently, improve the performance of the GP technique (Koza
1992, 1994;
Koza et al. 1999). Koza proved
this by solving a sextic polynomial problem and the even-parity
functions, both with and without ADFs (Koza
1994).
In this section, we are going to solve the sextic polynomial problem
using not only a cellular system with ADFs but also a multigenic
system with static linking and a simple unigenic system. The study
of the simple unigenic system is particularly interesting because it
has some similarities with the GP system without ADFs.
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