A PRIMAL NULL-SPACE AFFINE-SCALING METHOD

Authors
Citation
K. Kim et Jl. Nazareth, A PRIMAL NULL-SPACE AFFINE-SCALING METHOD, ACM transactions on mathematical software, 20(3), 1994, pp. 373-392
Citations number
28
Categorie Soggetti
Computer Sciences",Mathematics
ISSN journal
00983500
Volume
20
Issue
3
Year of publication
1994
Pages
373 - 392
Database
ISI
SICI code
0098-3500(1994)20:3<373:APNAM>2.0.ZU;2-P
Abstract
This article develops an affine-scaling method for linear programming in standard primal form. Its descent search directions are formulated in terms of the null-space of the linear programming matrix, which, in turn, is defined by a suitable basis matrix. We describe some basic p roperties of the method and an experimental implementation that employ s a periodic basis change strategy in conjunction with inexact computa tion of the search direction by an iterative method, specifically, the conjugate-gradient method with diagonal preconditioning. The results of a numerical study on a number of nontrivial problems representative of problems that arise in practice are reported and discussed. A key advantage of the primal null-space affine-scaling method is its compat ibility with the primal simplex method. This is considered in the conc luding section, along with implications for the development of a more practical implementation.