The matrices and in (4.14) are defined as follows

(D.1)

and

(D.2)

Notice that the eigenvalues of D.1 are and , which are both positive. Therefore, it follows from Theorem A.1 that the constants in (4.15) are given by

The elements of the regression matrix in (4.17) are defined as follows