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Polynomial affine algorithms for linear programming
Authors:Clovis C. Gonzaga
Affiliation:(1) Department of Systems Engineering and Computer Sciences, COPPE-Federal University of Rio de Janeiro, 21941 Rio de Janeiro, RJ, Brasil
Abstract:The method of steepest descent with scaling (affine scaling) applied to the potential functionq logcprimexsumi=1n logxi solves the linear programming problem in polynomial time forq ges n. Ifq = n, then the algorithm terminates in no more than O(n2L) iterations; if q ges n +
$$sqrt n $$
withq = O(n) then it takes no more than O(nL) iterations. A modified algorithm using rank-1 updates for matrix inversions achieves respectively O(n4L) and O(n3.5L) arithmetic computions.
Keywords:Linear programming  affine algorithms  Karmarkar's algorithm  interior methods
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