On the primal–dual method of interior point programming

On the primal–dual method of interior point programming

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Article ID: iaor2000487
Country: Cuba
Volume: 19
Issue: 2/3
Start Page Number: 97
End Page Number: 115
Publication Date: May 1998
Journal: Revista de Investigacin Operacional
Authors: ,
Keywords: interior point methods
Abstract:

In this work, we deal with the formulation of the primal–dual interior-point method both for linear and convex quadratic programming. Recently, it was shown that it cannot be viewed as a damped Newton method applied to the Karush–Kuhn–Tucker conditions for the primal logarithmic barrier function problem. We extend this result in two directions. Firstly, we show that it cannot be viewed as a damped Newton method applied to the Karush–Kuhn–Tucker conditions for the dual logarithmic barrier function problem. Secondly, we show that this is true also for convex quadratic programming. Finally, we show a similar relation between the standard formulation of the Karush–Kuhn–Tucker perturbed conditions which all primal–dual methods use to derive their search directions, and a different parametrization of these conditions.

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