Confusion matrix illustrating the four types of decision outcomes.

2017-07-07T18:17:33Z (GMT) by Sam Nicol Iadine Chadès

Type I and II errors are misclassifications. In Type I, resources are wasted acting on an event that did not occur; in Type II, the decision-maker failed to act on an event that did occur.