Search results for key=CSW1993 :
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Refereed full papers (journals, book chapters, international conferences)
1993
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Terry M. Caelli, David McG. Squire and Tom P.J. Wild,
Model-Based Neural Networks,
Neural Networks,
6, 5, pp. 613-625, 1993.
In this paper we show how neural networks can be
formulated in terms of various parameterised connection models which
explicitly encode desired properties of the target system. Such a
modeling approach to neural networks raises issues about their
relationships to other technologies such as Adaptive Filtering and
Principal Components Analysis. The benefits of this approach can be a
significant decrease in the parameter space, improved generalisation,
and a learning procedure which guarantees a priori specified invariance
constraints.
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