The optimal storage capacity of a perceptron with a finite fraction of sign constrained weights, which are prescribed a priori, is examined. The storage capacity is calculated by considering the fractional volume of weights which can store a set of a N random patterns, where N is the size of the input. It is found that in the case where (1 s ) N weights are sign constrained the capacity is (1 +...