Banded approximation to inverses of bandedly approximable matrices and operators with applications to covariance matrix estimation and strong mixing of Gaussian processes Peter J. Bickel University of California, Berkeley Abstract: It is a well known result, based on the theory of C* algebras, that the operator norm closure of banded operators from l_2 to l_2 is closed under inversion. We make this result explicit by giving bounds on operator norm approximation by banded matrices to the inverse of a matrix M given a bound on the approximation by banded matrices to M. These results and generalizations are used to derive properties of methods of estimation of sparse (in a suitable sense) high dimensional covariance matrices and their inverses and to derive a simple strong mixing condition for general (nonstationary) Gaussian processes. (joint work with M. Lindner (Chemnitz))