Computing outer inverses by scaled matrix iterations

Convergence analysis for a class of iterative methods for computing outer inverses with prescribed range and null space is studied. Furthermore, several heuristics for accelerating iterative methods via scaling are proposed. In fact, we are motivated by the fact that scaling of iterative methods for computing generalized inverses is investigated so far only on low-order methods. Our intention is to test the scaling on higher-order iterative methods. Here, we also propose a new higher-order iteration. Although the introduced method is efficient in terms of computational efficiency index, we test its acceleration through several experiments.

[1]  E. Stickel,et al.  On a class of high order methods for inverting matrices , 1987 .

[2]  Fazlollah Soleymani,et al.  On finding robust approximate inverses for large sparse matrices , 2014 .

[3]  Ivan Oseledets,et al.  Approximate inversion of matrices in the process of solving a hypersingular integral equation , 2005 .

[4]  Miodrag S. Petkovic,et al.  Hyper-power methods for the computation of outer inverses , 2015, J. Comput. Appl. Math..

[5]  Igor Stojanovic,et al.  Removal of blur in images based on least squares solutions , 2013 .

[6]  Adi Ben-Israel,et al.  A note on an iterative method for generalized inversion of matrices , 1966 .

[7]  Xiaoji Liu,et al.  Higher-order convergent iterative method for computing the generalized inverse and its application to Toeplitz matrices , 2013 .

[8]  Timothy A. Davis,et al.  The university of Florida sparse matrix collection , 2011, TOMS.

[9]  Predrag S. Stanimirovic,et al.  An accelerated iterative method for computing weighted Moore-Penrose inverse , 2013, Appl. Math. Comput..

[10]  Victor Y. Pan,et al.  An Improved Newton Iteration for the Generalized Inverse of a Matrix, with Applications , 1991, SIAM J. Sci. Comput..

[11]  Wei-Guo Wang,et al.  A generalization of the Bott-Duffin inverse and its applications , 2009, Numer. Linear Algebra Appl..

[12]  Michael Trott The Mathematica GuideBook for Numerics , 2005 .

[13]  Adi Ben-Israel,et al.  On Iterative Computation of Generalized Inverses and Associated Projections , 1966 .

[14]  Fazlollah Soleymani,et al.  An efficient matrix iteration for computing weighted Moore-Penrose inverse , 2014, Appl. Math. Comput..

[15]  Hebing Wu,et al.  The representation and approximation for the generalized inverse AT, S(2) , 2003, Appl. Math. Comput..

[16]  Predrag S. Stanimirovic,et al.  A class of numerical algorithms for computing outer inverses , 2014, J. Comput. Appl. Math..

[17]  Hans Ehrmann,et al.  Konstruktion und durchführung von iterationsverfabren höherer ordnung , 1959 .

[18]  Xingping Sheng An iterative algorithm to compute the Bott-Duffin inverse and generalized Bott-Duffin inverse , 2012 .

[19]  F. Soleymani Efficient optimal eighth-order derivative-free methods for nonlinear equations , 2013 .

[20]  Liu Weiguo,et al.  A family of iterative methods for computing Moore–Penrose inverse of a matrix , 2013 .

[21]  Fazlollah Soleymani,et al.  A fast convergent iterative solver for approximate inverse of matrices , 2014, Numer. Linear Algebra Appl..

[22]  D. Mosić Some results on the Drazin inverse of a modified matrix , 2013 .

[23]  G. Stewart,et al.  On the Numerical Properties of an Iterative Method for Computing the Moore–Penrose Generalized Inverse , 1974 .

[24]  Weiguo Li,et al.  A family of iterative methods for computing the approximate inverse of a square matrix and inner inverse of a non-square matrix , 2010, Appl. Math. Comput..

[25]  Predrag S. Stanimirovic,et al.  Iterative Method for Computing Moore-penrose Inverse Based on Penrose Equations , 2022 .

[26]  Xiaoji Liu,et al.  Successive Matrix Squaring Algorithm for Computing the Generalized Inverse AT,S(2) , 2012, J. Appl. Math..