Entropy is a measure of disorder that can be applied to a set, such as one of our individual segments. Consider that we have a set of properties of members of the set, and each member has one and only one of the properties. In supervised segmentation, the member properties will correspond to the values of the target variable. Disorder corresponds to how mixed (impure) the segment is with respect to these properties of interest.

