English

Approximation of functions of large matrices with Kronecker structure

Numerical Analysis 2015-03-10 v1

Abstract

We consider the numerical approximation of f(A)bf({\cal A})b where bRNb\in{\mathbb R}^{N} and A\cal A is the sum of Kronecker products, that is A=M2I+IM1RN×N{\cal A}=M_2 \otimes I + I \otimes M_1\in{\mathbb R}^{N\times N}. Here ff is a regular function such that f(A)f({\cal A}) is well defined. We derive a computational strategy that significantly lowers the memory requirements and computational efforts of the standard approximations, with special emphasis on the exponential function, for which the new procedure becomes particularly advantageous. Our findings are illustrated by numerical experiments with typical functions used in applications.

Keywords

Cite

@article{arxiv.1503.02615,
  title  = {Approximation of functions of large matrices with Kronecker structure},
  author = {Michele Benzi and Valeria Simoncini},
  journal= {arXiv preprint arXiv:1503.02615},
  year   = {2015}
}
R2 v1 2026-06-22T08:47:55.333Z