When inputs and outputs are given,
the problem of finding an unknown filter appears to be overdetermined,
so we write
where the matrix is a matrix of downshifted columns like
().
Thus, the quadratic form to be minimized
is a restatement of equation (45)
with filter definitions:
(47)
The solution is found just as we found
(46),
and it is the set of simultaneous equations
.