4.7 Article

A general approach for improving the Pade iterations for the matrix sign function

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DOI: 10.1016/j.cam.2023.115348

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Matrix sign function; Stability; Iterative methods; Pade iterations

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The paper presents a general approach to enhance the Pade iterations for computing the matrix sign function by selecting an arbitrary three-point family of methods based on weight functions. The approach leads to a multi-parameter family of iterations and allows for the discovery of new methods. Convergence and stability analysis as well as numerical experiments confirm the improved performance of the new methods.
The Pade family of iterations is a well-known set of methods used to compute the matrix sign function, which includes classical methods such as Newton's method, the Newton-Schultz iteration, and Halley's method. In this paper, we present a general approach to enhance the Pade iterations by choosing an arbitrary three-point family of methods based on weight functions. We determine the weight functions in a way that, for a complex quadratic with distinct roots, the three-point methods are conformally conjugate to a complex polynomial with as many parameters as desired. This approach leads to a multi-parameter family of iterations for the matrix sign function, which allows us to discover many new methods, including the Pade family of iterations as a special case. We provide a convergence and stability analysis of the multi-parameter family and conduct numerical experiments to confirm the improved performance of the new methods. Although the three-point family of methods is arbitrarily chosen, our approach can be easily extended to any other multipoint methods. (c) 2023 Elsevier B.V. All rights reserved.

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