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Abstract: In nature, variation mechanisms have evolved that permit increasingly rapid and complex adaptations to the environment. Similarly, it may be observed that evolutionary learning systems are adopting increasingly sophisticated variation mechanisms. In this paper, we draw parallels between the adaptation mechanisms in nature and those in evolutionary learning systems. Extrapolating this trend, we indicate an interesting new direction for future work on evolutionary learning systems. (Update)
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BibTeX entry: (Update)
@misc{ reiser-evolutionary,
author = "Philip G.K. Reiser",
title = "Evolutionary Computation and the Tinkerer's Evolving Toolbox",
url = "citeseer.ist.psu.edu/702766.html" }
Citations (may not include all citations):2138 Genetic algorithms in search (context) - Goldberg - 1989
1931 Adaptation in Natural and Artificial Systems (context) - Holland - 1975
274 Generalization as search (context) - Mitchell - 1982
245 Artificial Intelligence Through Simulated Evolution (context) - Fogel, Owens et al. - 1966
245 Evolutionary Computation: Towards a New Philosophy of Machin.. (context) - Fogel - 1995
185 Escaping brittleness: The possibilities of general-purpose l.. (context) - Holland
128 Genetic Programming: On the Programming of Computers by Natu.. (context) - Koza - 1992
72 A new factor in evolution (context) - Baldwin
65 KQML -- A language and protocol for knowledge and informatio.. (context) - Finin, Fritzon et al. - 1994
59 A Learning System Based on Genetic Adaptive Algorithms (context) - Smith - 1980
53 A knowledge-intensive genetic algorithm for supervised learn.. (context) - Janikow - 1993
52 Genetic and evolutionary algorithms come of age (context) - Goldberg - 1994
51 Using genetic algorithms for concept learning - DeJong, Spears et al. - 1993
38 Applying evolutionary programming to selected travelling sal.. (context) - Fogel - 1993
28 SIA: a supervised inductive algorithm with genetic search fo.. (context) - Venturini - 1993
[Article contains additional citations not shown here]
Documents on the same site (http://www.stancomb.co.uk/~prr/index.html): More
Computational Models of Evolutionary Learning - Reiser (Correct)
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