Precision and Recall

Definition

$$\begin{array}{rl}Precision& =\text{How many retrieved elements are relevant?}\\ & =\frac{TP}{TP+FP}\\ & \\ Recall& =\text{How many relevant elements are retrieved?}\\ & =\frac{TP}{TP+FN}\end{array}$$