A General Algorithm to Calculate the Inverse Principal p-th Root of Symmetric Positive Definite Matrices
DOI:
https://doi.org/10.4208/cicp.OA-2018-0053Keywords:
Matrix $p$-th root, iteration function, order of convergence, symmetric positive definite matrices, Newton-Schulz, Altman hyperpower method.Abstract
We address the general mathematical problem of computing the inverse p-th root of a given matrix in an efficient way. A new method to construct iteration functions that allow calculating arbitrary p-th roots and their inverses of symmetric positive definite matrices is presented. We show that the order of convergence is at least quadratic and that adjusting a parameter q leads to an even faster convergence. In this way, a better performance than with previously known iteration schemes is achieved. The efficiency of the iterative functions is demonstrated for various matrices with different densities, condition numbers and spectral radii.
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2018-10-11
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A General Algorithm to Calculate the Inverse Principal p-th Root of Symmetric Positive Definite Matrices. (2018). Communications in Computational Physics, 25(2), 564-585. https://doi.org/10.4208/cicp.OA-2018-0053