SOLVING LP PROBLEMS VIA WEIGHTED CENTERS

Authors
Citation
Ap. Liao et Mj. Todd, SOLVING LP PROBLEMS VIA WEIGHTED CENTERS, SIAM journal on optimization, 6(4), 1996, pp. 933-960
Citations number
30
Categorie Soggetti
Mathematics,Mathematics
ISSN journal
10526234
Volume
6
Issue
4
Year of publication
1996
Pages
933 - 960
Database
ISI
SICI code
1052-6234(1996)6:4<933:SLPVWC>2.0.ZU;2-0
Abstract
The feasibility problem for a system of linear inequalities can be con verted into an unconstrained optimization problem by using ideas from the ellipsoid method, which can be viewed as a very simple minimizatio n technique for the resulting nonlinear function. This function is rel ated to the volume of an ellipsoid containing all feasible solutions, which is parametrized by certain weights which we choose to minimize t he function. The center of the resulting ellipsoid turns out to be a f easible solution to the inequalities. Using more sophisticated nonline ar minimization algorithms, we develop and investigate more efficient methods, which lead to two kinds of weighted centers for the feasible set. Using these centers, we develop new algorithms for solving linear programming problems.