Chapter 19 - Decision tree classifier. In chapter 19 we consider the popular decision tree classifier, one of whose strengths is that it yields models that are easier to understand compared to other methods. A decision tree recursively partitions the data space into “pure” regions that contain data points from only one class, with relatively few exceptions.