Precision
Precision is the ratio of several events you can correctly recall to the total number of events you recall (mix of correct and wrong recalls).
Precision = (True Positive) / (True Positive + False Positive)
Recall
A recall is the ratio of a number of events you can recall the number of total events.
Recall = (True Positive) / (True Positive + False Negative)