We compute the Newton step for the characteristic polynomial and for the even and odd characteristic polynomials of a symmetric positive definite Toeplitz matrix as the reciprocal of the trace of an appropriate matrix. We show that, after the Yule–Walker equations are solved, this trace can be computed in
O
(
n
)
{\mathcal O}(n)
additional arithmetic operations, which is in contrast to existing methods, which rely on a recursion, requiring
O
(
n
2
)
{\mathcal O}(n^2)
additional arithmetic operations.