Exponential Family

Overview


The exponential family of distributions is a class of statistical distributions that all share a common form.

Properties


(see Murphy)

Exponential Distribution Form


An exponential family distribution can be written in the following form.
{% f(y,\theta) = s(y) \times t(\theta) \times exp[a(y)b(\theta)] %}
This form can also be re-written as
{% f(y,\theta) = exp[a(y)b(\theta) + c(\theta) + d(y)] %}
where
{% s(y) = exp[d(y)] %}
{% t(\theta) = exp[c(\theta)] %}

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