Stacking our individual store models from Chapter 3.2 we have:
Where the matrices without the store subscript denote the chain-wide information:
is the identity matrix of dimension T. According to Smith
(1973) if 
and 
and 
are known
then we can show that the posterior distribution is:
where
and
With the LS-estimates defined in the usual way:
and
