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Solution of large‐scale weighted least‐squares problems
Authors:Venansius Baryamureeba
Abstract:A sequence of least‐squares problems of the form minyG1/2(AT y?h)∥2, where G is an n×n positive‐definite diagonal weight matrix, and A an m×n (m?n) sparse matrix with some dense columns; has many applications in linear programming, electrical networks, elliptic boundary value problems, and structural analysis. We suggest low‐rank correction preconditioners for such problems, and a mixed solver (a combination of a direct solver and an iterative solver). The numerical results show that our technique for selecting the low‐rank correction matrix is very effective. Copyright © 2002 John Wiley & Sons, Ltd.
Keywords:least squares  conjugate gradients  preconditioner  dense columns
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