We consider the numerical approximation of f(A) b where b∈ RN and A is the sum of Kronecker products, that is A= M2⊗ I+ I⊗ M1∈ RN×N. Here f is a regular function such that f(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 and on completely monotonic functions, for which the new procedure becomes particularly advantageous. Our findings are illustrated by numerical experiments with typical functions used in applications.

Benzi, M., Simoncini, V. (2017). Approximation of functions of large matrices with Kronecker structure. NUMERISCHE MATHEMATIK, 135(1), 1-26 [10.1007/s00211-016-0799-9].

Approximation of functions of large matrices with Kronecker structure

SIMONCINI, VALERIA
2017

Abstract

We consider the numerical approximation of f(A) b where b∈ RN and A is the sum of Kronecker products, that is A= M2⊗ I+ I⊗ M1∈ RN×N. Here f is a regular function such that f(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 and on completely monotonic functions, for which the new procedure becomes particularly advantageous. Our findings are illustrated by numerical experiments with typical functions used in applications.
2017
Benzi, M., Simoncini, V. (2017). Approximation of functions of large matrices with Kronecker structure. NUMERISCHE MATHEMATIK, 135(1), 1-26 [10.1007/s00211-016-0799-9].
Benzi, Michele; Simoncini, Valeria
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/586014
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