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Finite convergence analysis and weak sharp solutions for variational inequalities

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19 Scopus citations

Abstract

In this paper, we study the weak sharpness of the solution set of variational inequality problem (in short, VIP) and the finite convergence property of the sequence generated by some algorithm for finding the solutions of VIP. In particular, we give some characterizations of weak sharpness of the solution set of VIP without considering the primal or dual gap function. We establish an abstract result on the finite convergence property for a sequence generated by some iterative methods. We then apply such abstract result to discuss the finite termination property of the sequence generated by proximal point method, exact proximal point method and gradient projection method. We also give an estimate on the number of iterates by which the sequence converges to a solution of the VIP.

Original languageEnglish
Pages (from-to)1647-1662
Number of pages16
JournalOptimization Letters
Volume11
Issue number8
DOIs
StatePublished - 1 Dec 2017

Bibliographical note

Publisher Copyright:
© 2016, Springer-Verlag Berlin Heidelberg.

Keywords

  • Exact proximal point method
  • Finite convergence analysis
  • Gap functions
  • Gradient projection method
  • Variational inequalities
  • Weak sharp solutions

ASJC Scopus subject areas

  • Control and Optimization

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