2024/11/07 by Shin, Sungho, Anitescu, Mihai
#FOS: Mathematics #Optimization and Control (math.OC)
paper · doi:10.48550/arxiv.2411.04400
We present improved approximation bounds for the Moore-Penrose inverses of banded matrices, where the bandedness is induced by an arbitrary metric space. We show that the pseudoinverse of a banded matrix can be approximated by another banded matrix, and the error of approximation is exponentially small in the bandwidth of the approximation. An intuitive corollary can be obtained: the off-diagonal blocks of the pseudoinverse decay exponentially with the distance between the node sets associated with row and column indices, on the given metric space. Our bounds are expressed in terms of the bound of singular values of the system. For saddle point systems, commonly encountered in optimization, we provide the bounds of singular values associated with standard regularity conditions (linear independence constraint qualifications and second-order sufficiency conditions). Our bounds improve previously reported ones (Demko,1984; Bickel, 2012; Shin, 2022). Remarkably, our bounds allow us to establish a perturbation bound for continuous-domain optimal control problems by analyzing the asymptotic limit of their finite difference discretization, which has been challenging with previously reported bounds.