4. The method of claim 1 wherein said replacing step replaces similar pattern hidden processing elements with a single hidden processing element having input weights which are the vector average of the input weights of the similar pattern hidden processing units which are replaced.
5. The method of claim 4 wherein said finding step locates similar pattern hidden processing elements by comparing vectors corresponding to input weights of the hidden processing elements.