Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking

by Foster Provost

An advantage of ROC graphs is that they decouple classifier performance from the conditions under which the classifiers will be used. Specifically, they are independent of the class proportions as well as the costs and benefits.