The posterior distribution is given by Bayes theorem in the way
described in Chapter 
:
The constant of proportionality is
The relationship between
the 
and 
is complicated due to the nature of
the dependency of 
on the 
. It is still
possible to sample from the posterior distribution using the
methods described in Chapter .