On the decay of the inverse of matrices that are sum of Kronecker products
Code:
67/2013
Title:
On the decay of the inverse of matrices that are sum of Kronecker products
Date:
Tuesday 24th December 2013
Author(s):
Canuto, C.; Simoncini, V.; Verani, M.
Abstract:
Decay patterns of
matrix inverses have recently attracted considerable interest,
due to their relevance in numerical analysis,
and in applications requiring matrix
function approximations.
In this paper we analyze the decay pattern of the inverse of banded matrices in the form
$S=M otimes I_n + I_n otimes M$ where $M$ is tridiagonal, symmetric and positive definite, $I_n$ is the identity matrix, and $ otimes$ stands for the Kronecker product.
It is well known that the inverses of banded matrices exhibit an exponential
decay pattern away from the main diagonal. However, the entries in $S^{-1}$
show a non-monotonic decay, which is not caught
by classical bounds. By using an alternative expression for $S^{-1}$, we
derive computable upper bounds that
closely capture the actual behavior of its entries. We also show that similar estimates
can be obtained when $M$ has a larger bandwidth, or when the sum of Kronecker
products involves two different matrices.
Numerical experiments illustrating the new bounds are also reported.