The usefulness of two-class statistical classifiers is limited when one or both of the conditional miss-classification rates are unacceptably high. Incorporating a neutral zone region into the classifier provides a mechanism to refer ambiguous cases to follow-up where additional information might be obtained to clarify the classification decision. Through the use of the neutral zone...