Empirical probability is a method of assigning probability based on past observed data and frequencies of events. It estimates the likelihood of an event occurring again based on how often it happened in historical experiments or observations. Specifically, the empirical probability of an event E is calculated as the frequency of E occurring divided by the total number of observations, where frequency is the number of times the event occurred and total observations is the overall number of trials or observations.