1991SIAM Journal on Matrix Analysis and ApplicationsRequires access

Rational Iterative Methods for the Matrix Sign Function

Charles Kenney, Alan J. Laub

Open publisher page 151 citations

Abstract

In this paper an analysis of rational iterations for the matrix sign function is presented. This analysis is based on Padé approximations of a certain hypergeometric function and it is shown that local convergence results for “multiplication-rich” polynomial iterations also apply to these rational methods. Multiplication-rich methods are of particular interest for many parallel and vector computing environments. The main diagonal Padé recursions, which include Newton’s and Halley’s methods as special cases, are globally convergent and can be implemented in a multiplication-rich fashion which is computationally competitive with the polynomial recursions (which are not globally convergent). Other rational iteration schemes are also discussed, including Laurent approximations, Cayley power methods, and globally convergent eigenvalue assignment methods.

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What this paper is about

In this paper an analysis of rational iterations for the matrix sign function is presented. This analysis is based on Padé approximations of a certain hypergeometric function and it is shown that local convergence results for “multiplication-rich” polynomial iterations also apply to these rational methods. Multiplication-rich methods are of particular interest for many parallel and vector computing environments. The main diagonal Padé recursions, which include Newton’s and Halley’s methods as special cases, are globally convergent and can be implemented in a multiplication-rich fashion which is computationally competitive with the polynomial recursions (which are not globally convergent). Other rational iteration schemes are also discussed, including Laurent approximations, Cayley power methods, and globally convergent eigenvalue assignment methods.

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Available abstract

In this paper an analysis of rational iterations for the matrix sign function is presented. This analysis is based on Padé approximations of a certain hypergeometric function and it is shown that local convergence results for “multiplication-rich” polynomial iterations also apply to these rational methods. Multiplication-rich methods are of particular interest for many parallel and vector computing environments. The main diagonal Padé recursions, which include Newton’s and Halley’s methods as special cases, are globally convergent and can be implemented in a multiplication-rich fashion which is computationally competitive with the polynomial recursions (which are not globally convergent). Other rational iteration schemes are also discussed, including Laurent approximations, Cayley power methods, and globally convergent eigenvalue assignment methods.

Key concepts: Mathematics, Multiplication (music), Sign (mathematics), Rational function, Eigenvalues and eigenvectors, Applied mathematics, Convergence (economics), Diagonal matrix

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