In this chapter, we provide an overview of predictive learning and decision trees. Before introducing formal notation, consider a very simple data set represented by the following data matrix:
Each row in the matrix represents an “observation” or data point. Each column corresponds to an attribute of the observations: TI, PE, and Response, in this example. TI is a numeric attribute, PE is an ordinal attribute, and Response is a categorical ...