Exponential family

The exponential family of probability density functions are those that have the following form:

where:

• is the reference density
• is the natural parameter
• is called the sufficient statistic
• and is the log normalization or cumulant generating function

The Bernoulli, Gaussian, gamma, Poisson and binomial distributions are all members of the exponential family.