The Art of Statistics: How to Learn from Data

by David Spiegelhalter

Figure 6.4 shows the ROC curves for training and test sets. A completely useless algorithm that assigns numbers at random would have a diagonal ROC curve, whereas the best algorithms will have ROC curves that move towards the top-left corner.