Terry M. Caelli, David McG. Squire and Tom P.J. Wild,
Model-Based Neural Networks,
Neural Networks,
6, 5, pp. 613-625, 1993.
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.