Cartesian P-property and its applications to the semidefinite linear complementarity problem

Xin Chen, Houduo Qi

Research output: Contribution to journalArticlepeer-review

Abstract

We introduce a Cartesian P-property for linear transformations between the space of symmetric matrices and present its applications to the semidefinite linear complementarity problem (SDLCP). With this Cartesian P-property, we show that the SDLCP has GUS-property (i.e., globally unique solvability), and the solution map of the SDLCP is locally Lipschitzian with respect to input data. Our Cartesian P-property strengthens the corresponding P-properties of Gowda and Song [15] and allows us to extend several numerical approaches for monotone SDLCPs to solve more general SDLCPs, namely SDLCPs with the Cartesian P-property. In particular, we address important theoretical issues encountered in those numerical approaches, such as issues related to the stationary points in the merit function approach, and the existence of Newton directions and boundedness of iterates in the non-interior continuation method of Chen and Tseng [6].

Original languageEnglish (US)
Pages (from-to)177-201
Number of pages25
JournalMathematical Programming
Volume106
Issue number1
DOIs
StatePublished - May 2006

Keywords

  • Cartesian P-property
  • Globally unique solvability
  • Merit functions
  • Non-interior continuation method
  • SDLCP

ASJC Scopus subject areas

  • Software
  • General Mathematics

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