Choose a fixed reference basis and let have columns . Both matrices are invertible. The vectors are dependent exactly when . This is a polynomial in of degree , whose leading coefficient is . A nonzero degree- polynomial has at most distinct real roots. Thus there are at most exceptional parameters. This is the determinant argument for the matrix pencil .