The simplest approach is to add one to each observed number of events including the zero-count possibilities. This is sometimes called Laplace's Rule of Succession. This approach is equivalent to assuming a uniform prior distribution over the probabilities for each possible event (spanning the simplex where each probability is between 0 and 1, and they all sum to 1).