because it is assumed that the p*p matrix
the vector of estimates
will be the unique solution of
in order for
to be
the number of observations n must be lest p
and there must be at least p linearly independent row in the matrix Z
when this assumption is satisfied
it follows from
that
thus ,if we replace the vector y of observed values by the vector Y of random variables
the from for vector of estimators
will be