A structured perturbation analysis of the least squares problem is
considered in this paper. The new error bound proves to be sharper
than that for general perturbations. We apply the new error bound to
study sensitivity of changing the knots for curve fitting of
interest rate term structure by cubic spline. Numerical experiments
are given to illustrate the sharpness of this bound.