Linear discriminant functions (LDFs) have been successfully used in pattern classification. Perceptrons and Support Vector Machines (SVMs) are two well-known members of the category of linear discriminant functions that have been popularly used in classification. In this chapter, we introduce the notion of linear discriminant function and some of the important properties associated with it.