An apparatus may include a processor that may be caused to access a distribution of a plurality of values, each value of the plurality of values quantifying an event of an event type in a computer network. The processor may determine a mean of the plurality of values and a second highest value of the plurality of values, generate an expected maximum of the distribution based on the mean and the second highest value, and access a first value quantifying a first event of the event type in the computer network. The processor may further determine that the first event is an anomalous event based on the first value and the expected maximum.