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Existence and limiting behavior of a non-interior-point trajectory for nonlinear complementarity problems without strict feasibility condition

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

Abstract

For P0-complementarity problems, most existing non-interior-point path-following methods require the existence of a strictly feasible point. (For a P*-complementarity problem, the existence of a strictly feasible point is equivalent to the nonemptyness and the boundedness of the solution set.) In this paper, we propose a new homotopy formulation for complementarity problems by which a new non-interior-point continuation trajectory is generated. The existence and the boundedness of this non interior-point trajectory for P0-complementarity problems are proved under a very mild condition that is weaker than most conditions used in the literature. One prominent feature of this condition is that it may hold even when the often-assumed strict feasibility condition fails to hold. In particular, for a P*-problem it turns out that the new non-interior-point trajectory exists and is bounded if and only if the problem has a solution. We also study the convergence of this trajectory and characterize its limiting point as the parameter approaches zero.
Original languageEnglish
Pages (from-to)898-924
JournalSIAM Journal on Control and Optimization
Volume40
Issue number3
Online published31 Oct 2001
DOIs
Publication statusPublished - 2002
Externally publishedYes

Research Keywords

  • Complementarity problems
  • Homotopy continuation trajectories
  • Non-interior-point methods
  • P*-functions
  • P0-functions

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