By the diagonal reduction in a two-variable Newton iteration, for . Put . Direct factorization gives the exact Newton map in optimization error identity
The assumed convergence makes the final factor tend to , so it is bounded for all sufficiently large . Hence . For the Euclidean norm error , this becomes , proving quadratic convergence. Unless the exact limit is reached in finitely many steps, .