A geometrical representation of McCulloch-Pitts neural model and its applications

  • Authors:
  • Ling Zhang;Bo Zhang

  • Affiliations:
  • Artificial Intelligence Inst., Anhui Univ., Hefei;-

  • Venue:
  • IEEE Transactions on Neural Networks
  • Year:
  • 1999

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Abstract

In this paper, a geometrical representation of McCulloch-Pitts neural model (1943) 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