A variable-metric variant of the Karmarkar algorithm for linear programming

The most time-consuming part of the Karmarkar algorithm for linear programming is the projection of a vector onto the nullspace of a matrix that changes at each iteration. The authors present a variant of the Karmarkar algorithm that uses standard variable-metric techniques in an innovative way to a...

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Veröffentlicht in:Mathematical programming 1987-09, Vol.39 (1), p.1-20
Hauptverfasser: DENNIS, J. E. JR, MORSHEDI, A. M, TURNER, K
Format: Artikel
Sprache:eng
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Zusammenfassung:The most time-consuming part of the Karmarkar algorithm for linear programming is the projection of a vector onto the nullspace of a matrix that changes at each iteration. The authors present a variant of the Karmarkar algorithm that uses standard variable-metric techniques in an innovative way to approximate this projection. In limited tests, this modification greatly reduces the number of matrix factorizations needed for the solution of linear programming problems.
ISSN:0025-5610
1436-4646
DOI:10.1007/bf02592068