Abstract
The application of evolutionary processes to the problem of automated design is explored. A feature detector component for a pattern recognition system is used as an example of the automated design process. Results obtained from applying the resultant detector system to the problem of character recognition are discussed.
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References
L. Davis, Genetic Algorithms and Simulated Annealing, Pitman, London, 1987.
A. M. Gillies, "Machine learning procedures for generating image domain feature detectors", Ph.D. Dissertation, University of Michigan, Ann Arbor, 1985.
D. E. Goldberg, Genetic algorithms in search, optimization, and machine learning, Addison-Wesley, Mass., 1989.
J. H. Holland, Adaptation in natural and artificial systems, University of Michigan Press, Ann Arbor, 1975.
M. M. Rizki and M. Conrad, "Computing the theory of evolution", Physica 22D, 1986.
J. Serra, Image Analysis and Mathematical Morphology, Academic Press, London, 1982.
F. W. M. Stentiford, "Automatic feature design for optical character recognition using an evolutionary search procedure", IEEE PAMI-7, No. 3, 1985.
L. A. Tamburino, M. M. Rizki, "Automatic generation of binary features", IEEE Aerospace and Electronics Magazine, September 1989.
L. A. Tamburino, M. M. Rizki and M. A. Zmuda, "Computational resource management in supervised learning systems", NAECON, Vol. 3, 1989.
L. A. Tamburino, M. M. Rizki, W. VanValkenburgh, "Automated feature detection using evolutionary learning processes", NAECON, Vol. 3, 1989.
L. Uhr and C. Vossler, "A pattern-recognition program that generates, evaluates, and adjusts its own operators", in Computers and Thought, ed. E. A. Feigenbaum and J. Feldman, Krieger Publishing Co., Malabar, FL., 1981.
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© 1991 Springer-Verlag Berlin Heidelberg
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Rizki, M.M., Tamburino, L.A., Zmuda, M.A. (1991). Biological evolution as a paradigm for performance driven design processes. In: Sherwani, N.A., de Doncker, E., Kapenga, J.A. (eds) Computing in the 90's. Great Lakes CS 1989. Lecture Notes in Computer Science, vol 507. Springer, New York, NY. https://doi.org/10.1007/BFb0038519
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DOI: https://doi.org/10.1007/BFb0038519
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