  Algebraic convergences rates of (iterated) Tikhonov regularization for linear
inverse problems in Hilbert spaces are characterized by the membership of the
exact solution to intermediate spaces produced by the K-method of real
interpolation. Similar results are obtained for the Landweber iteration.
