A RANK-ONE UPDATING APPROACH FOR SOLVING SYSTEMS OF LINEAR EQUATIONS IN THE LEAST SQUARES SENSE

The solution of the linear system with an -matrix of maximal rank is considered. The method generates a sequence of -matrices and vectors so that the are positive semidenite, the approximate the pseudoinverse of and approximate the least squares solution of . The method is of the type of Broyden's rank-one updates and yields the pseudoinverse in steps.

[1]  E. Spedicato,et al.  ABS SOLUTION OF NORMAL EQUATIONS OF SECOUND TYPE AND APPLICATION TO THE PRIMAL-DUAL INTERIOR POINT METHOD FOR LINEAR PROGRAMING , 2008 .

[2]  David R. Kincaid,et al.  Generalizations and modifications of the GMRES iterative method , 1999, Numerical Algorithms.

[3]  D. Gay NBER WORKING PAPER SERIES SOME CONVERGENCE PROPERTIES OF BROYDEN'S METHOD , 2002 .

[4]  J. Stoer,et al.  A Variable Metric Method for Approximating Generalized Inverses of Matrices , 2001 .

[5]  Y. Saad,et al.  Iterative solution of linear systems in the 20th century , 2000 .

[6]  Claude Brezinski,et al.  New look-ahead Lanczos-type algorithms for linear systems , 1999, Numerische Mathematik.

[7]  Ion Ichim,et al.  A new solution for the least squares problem , 1999, Int. J. Comput. Math..

[8]  Lloyd N. Trefethen,et al.  How Fast are Nonsymmetric Matrix Iterations? , 1992, SIAM J. Matrix Anal. Appl..

[9]  Peter Deuflhard,et al.  Fast secant methods for the iterative solution of large nonsymmetric linear systems , 1990, IMPACT Comput. Sci. Eng..

[10]  O. Nevanlinna,et al.  Accelerating with rank-one updates , 1989 .

[11]  M. Todd,et al.  Optimal conditioning and convergence in rank one quasi-Newton updates , 1988 .

[12]  E. Spedicato,et al.  A class of direct methods for linear systems , 1984 .

[13]  E. Spedicato A class of rank-one positive definite qnasi-newton updates for unconstrained minimization 2 , 1983 .

[14]  Helmut Kleinmichel,et al.  Quasi-Newton-Verfahren vom Rang-Eins-Typ zur Lösung unrestringierter Minimierungsprobleme , 1981 .

[15]  F. Luk,et al.  A Generalized Broyden''s Method for Solving Simultaneous Linear Equations , 1980 .

[16]  R. Schnabel,et al.  Solving Systems of Non-Linear Equations by Broyden&Apos;S Method with Projected Updates , 1977 .

[17]  Shmuel S. Oren,et al.  Optimal conditioning of self-scaling variable Metric algorithms , 1976, Math. Program..

[18]  J. J. Moré,et al.  On the Global Convergence of Broyden''s Method , 1974 .

[19]  A. Gourlay,et al.  Rank-one and Rank-two Corrections to Positive Definite Matrices Expressed in Product Form , 1973 .

[20]  C. G. Broyden The convergence of single-rank quasi-Newton methods , 1970 .

[21]  R. Fletcher,et al.  A New Approach to Variable Metric Algorithms , 1970, Comput. J..

[22]  J. D. Pearson ON VARIABLE METRIC METHODS OF MINIMIZATION , 1968 .

[23]  C. G. Broyden A Class of Methods for Solving Nonlinear Simultaneous Equations , 1965 .

[24]  M. Hestenes,et al.  Methods of conjugate gradients for solving linear systems , 1952 .