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Approximation of functions of large matrices with Kronecker structure

Articolo
Data di Pubblicazione:
2017
Abstract:
We consider the numerical approximation of $f({\cal A})b$ where $b\in{\mathbb R}^{N}$ and $\cal A$ is the sum of Kronecker products, that is ${\cal A}=M_2 \otimes I + I \otimes M_1\in{\mathbb R}^{N\times N}$. Here $f$ is a regular function such that $f({\cal A})$ 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.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
matrix functions; sparse matrices; Krylov methods; Kronecker structure
Elenco autori:
Simoncini, Valeria
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/310214
Pubblicato in:
NUMERISCHE MATHEMATIK
Journal
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URL

http://link.springer.com/article/10.1007%2Fs00211-016-0799-9
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