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Abstract: This paper argues that genetic algorithms are inappropriate for network acquisition and describes an evolutionary program, called GNARL, that simultaneously acquires both the structure and weights for recurrent networks. This algorithm's empirical acquisition method allows for the emergence of complex behaviors and topologies that are potentially excluded by the artificial architectural constraints imposed in standard network induction methods (Update)
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BibTeX entry: (Update)
P. J. Angeline, G. M. Saunders, and J. B. Pollack, "An Evolutionary Algorithm That Constructs Recurrent Neural Networks ", IEEE Transactions on Neural Networks, vol. 5, pp. 54--65, 1993. http://citeseer.ist.psu.edu/article/angeline93evolutionary.html More
@article{ angeline94evolutionary,
author = "Peter J. Angeline and Gregory M. Saunders and Jordan P. Pollack",
title = "An evolutionary algorithm that constructs recurrent neural networks",
journal = "IEEE Transactions on Neural Networks",
volume = "5",
number = "1",
month = "January",
pages = "54--65",
year = "1994",
url = "citeseer.ist.psu.edu/article/angeline93evolutionary.html" }
Citations (may not include all citations):1931 Adaptation in Natural and Artificial Systems (context) - Holland - 1975
1527 Optimization by simulated annealing - Kirkpatrick, Gelatt et al. - 1983
256 Parallel networks that learn to pronounce english text (context) - Sejnowski, Rosenberg - 1987
245 Artificial Intelligence through Simulated Evolution (context) - Fogel, Owens et al. - 1966
144 Optimal brain damage - Cun, Denker et al. - 1990
141 The induction of dynamical recognizers - Pollack - 1991
130 Second order derivatives for network pruning: Optimal brain .. - Hassibi, Stork - 1993
122 The upstart algorithm: A method for constructing and trainin.. (context) - Frean - 1990
120 Designing neural networks using genetic algorithms (context) - Miller, Todd et al. - 1989
107 Evolving networks: Using the genetic algorithm with connecti.. - Belew, McInerney et al. - 1990
95 Evolving dynamical neural networks for adaptive behavior (context) - Beer, Gallagher - 1992
91 Distributed representations (context) - Hinton, McClelland et al. - 1986
91 Training feedforward neural networks using genetic algorithm.. (context) - Montana, Davis - 1989
82 Competitive environments evolve better solutions for complex.. - Angeline, Pollack - 1993
81 Skeletonization: A technique for trimming the fat from a net.. (context) - Mozer, Smolensky - 1989
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