Representation of matrix of covariances
Property: B and C are positive definite matrices since, for any vector x,
Properties of symmetric positive definite matrices: eigenvalues are real, distinct and positive. Moreover, the eigenvectors v1, …, vn are orthonormal. Thus,
Property: V-1 =VT (Exercise)