Abstract
This work presents a generic higher-order model of neuron behaviour, connection scheme and learning rule, suited for high-speed parallel processing. In contrast to the construction of a real application, it would be more operational to expend effort in parameterizing the problem-solving architecture, offering a testbed as a useful simulation tool for experimenting with a variety of network designs within the said generic model. We include some initial simulation results applied to image processing and pattern recognition tasks.
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References
X. Xu and T. Tsai, “Constructing associative memories using neural networks”, Neural Networks, vol.3, no.3, pp. 301–309, 1990.
A. Rosenfeld and A.K. Kak, Digital Picture Processing, New York: Academic Press, 1982.
K. Preston Jr., “Cellular logic computers for Pattern Recognition”, Computer, 1, 36–47, 1983.
L. O. Chua and L. Yang, “Cellular Neural Networks: Theory”, IEEE Transactions on CAS, vol.35, no.10, pp. 1257–1272, 1988.
V. Vemuri, “Artificial Neural Networks: An Introduction”, Artificial Neural Networks: Theoretical Concepts, IEEE Computer Society Press, 1988.
F.J. López, M.I. Acevedo and M.A. Jaramillo, “The fuzziness of fuzzy partitions”, Pattern Rcognition Letters, 12, 265–271, North-Holland, 1991.
L.O. Chua and L. Yang, “Cellular Neural Networks: Applications”, IEEE Transactions on CAS, vol.35, no.10, pp. 1273–1290, 1988.
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© 1997 Springer-Verlag Berlin Heidelberg
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del Valle, M.G., García-Orellana, C., López-Aligué, F.J., Acevedo-Sotoca, I. (1997). Generic neural network model and simulation toolkit. In: Mira, J., Moreno-Díaz, R., Cabestany, J. (eds) Biological and Artificial Computation: From Neuroscience to Technology. IWANN 1997. Lecture Notes in Computer Science, vol 1240. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0032489
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DOI: https://doi.org/10.1007/BFb0032489
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