What is a Probability Distribution. The mathematical definition of a discrete probability function, p(x), is a function that satisfies the following properties. 1  The probability that x can take a specific value is p(x). 2  p(x) is non-negative for all real x.  where j represents all possible values that x can have and pj is the probability at xj.