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Normal solutions of linear programs

Authors: Mangasarian, O. L.;

Normal solutions of linear programs

Abstract

The author introduces the definition of normal solution to a linear program, which is an exact solution with some least norm property if the linear program is solvable, otherwise an approximate solution with some least norm property also. By considering normal solutions we are led to (i) iterative successive overrelaxation (SOR) methods capable of solving very large linear programs; (ii) approximate solutions to poorly posed or unsolvable linear programs; (iii) a stable solution or approximate solution, to a linear program, endowed with a least norm property. The paper presents computational results on the comparison of one of the suggested SOR algorithms and the XMP revised simplex linear programming code (Marsten).

Keywords

Large-scale problems in mathematical programming, Numerical mathematical programming methods, exact solution, normal solution, Linear programming, revised simplex, comparison of algorithms, Quadratic programming, least norm property, approximate solution, computational results

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
45
Top 10%
Top 1%
Top 10%
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