High Quality Content by WIKIPEDIA articles! In probability and statistics, the natural exponential family (NEF) is a class of probability distributions that is a special case of an exponential family (EF). Many common distributions are members of a natural exponential family, and the use of such distributions simplifies the theory and computation of generalized linear models.