  In this paper we first write a proof of the perceptron convergence algorithm
for the complex multivalued neural networks (CMVNNs). Our primary goal is to
formulate and prove the perceptron convergence algorithm for the bicomplex
multivalued neural networks (BMVNNs) and other important results in the theory
of neural networks based on a bicomplex algebra.
