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Weak sharp minima on riemannian manifolds

  • Chong Li
  • , Boris S. Mordukhovich
  • , Jinhua Wang
  • , Jen Chih Yao*
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

100 Scopus citations

Abstract

This is the first paper dealing with the study of weak sharp minima for constrained optimization problems on Riemannian manifolds, which are important in many applications. We consider the notions of local weak sharp minima, boundedly weak sharp minima, and global weak sharp minima for such problems and establish their complete characterizations in the case of convex problems on finite-dimensional Riemannian manifolds and Hadamard manifolds. A number of the results obtained in this paper are also new for the case of conventional problems in finite-dimensional Euclidean spaces. Our methods involve appropriate tools of variational analysis and generalized differentiation on Riemannian and Hadamard manifolds developed and efficiently implemented in this paper.

Original languageEnglish
Pages (from-to)1523-1560
Number of pages38
JournalSIAM Journal on Optimization
Volume21
Issue number4
DOIs
StatePublished - 2011

Keywords

  • Convexity
  • Generalized differentiability
  • Hadamard manifolds
  • Riemannian manifolds
  • Variational analysis and optimization
  • Weak sharp minima

ASJC Scopus subject areas

  • Software
  • Theoretical Computer Science

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