Local cubic convergence of Rayleigh quotient iteration

Let a real symmetric matrix have simple eigenpairs $({\lambda }_i,w_i)$ and letThen its Rayleigh quotient isAfter one shifted inverse solve and normalization, the relative coefficients areThus the eigenvector direction error is cubed at each sufficiently close iterate.