Decision Trees
Overview
A decision tree is a set of rules that partition a data set into multiple spaces. It can usually be thought as being a series of questions
that you can answer for each data point, which classifies the point. For example, in determining the risk for a certain disease, you may ask
the following questions:
- Is the patient male or female?
- Is the patient older than 50?
- Does the patient have diabetes?
Each question partitions the data space into two sections. By asking a series of questions, you partition the space even further.
Types