Enterprise Risk Management Formula Book
Appendix A.6: Probability Distributions: Distributional
families
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Exponential family
 
A (continuous) random variable  (multivariate
or univariate) follows a distribution from the exponential family, with vector
parameter
 (multivariate
or univariate) follows a distribution from the exponential family, with vector
parameter  , if its
probability (density) function can be written in the form:
, if its
probability (density) function can be written in the form:
 

 
or equivalently as:
 

 
The  are
automatically determined once the other functions have been chosen because
 are
automatically determined once the other functions have been chosen because  .
.  is
called the natural parameter.
 is
called the natural parameter.
 
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