In this paper, a geometrical representation of McCulloch-Pitts neural model is presented. From the representation, a clear visual picture and interpretation of the model can be seen. Two interesting applications based on the interpretation are discussed. They are 1) a new design principle of feedforward neural networks and 2) a new proof of mapping abilities of three-layer feedforward neural networks.
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Zhang et al. (1999) studied this question.
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