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Citation

Smith L (1992) A framework for neural net specification. IEEE Transactions on Software Engineering, 18 (7), pp. 601-612. https://doi.org/10.1109/32.148478

Abstract
A notation for the specification of neural nets is proposed. The aim is to produce a simple mathematical framework for use in specifying neural nets essentially by defining their transfer functions and connections. Nets are specified as interacting processing elements (nodes), communicating via instant links. Dynamics and adaptation are defined at the processing elements themselves, and all interaction is explicitly specified by directed arcs. Specifications can be built up hierarchically by turning a specification into a generator for a node, or they can be developed top-down. The use of the system is illustrated.

Journal
IEEE Transactions on Software Engineering: Volume 18, Issue 7