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zbMATH Open
Article . 1995
Data sources: zbMATH Open
SIAM Journal on Optimization
Article . 1995 . Peer-reviewed
Data sources: Crossref
DBLP
Article . 1995
Data sources: DBLP
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On Eigenvalue Optimization

On eigenvalue optimization
Authors: Alexander Shapiro 0001; Michael K. H. Fan;

On Eigenvalue Optimization

Abstract

Summary: We study optimization problems involving eigenvalues of symmetric matrices. One of the difficulties with numerical analysis of such problems is that the eigenvalues, considered as functions of a symmetric matrix, are not differentiable at those points where they coalesce. We present a general framework for a smooth (differentiable) approach to such problems. It is based on the concept of transversality borrowed from differential geometry. In that framework we discuss first- and second-order optimality conditions and rates of convergence of the corresponding second-order algorithms. Finally, we present some results on the sensitivity analysis of such problems.

Keywords

sensitivity analysis, Nonlinear programming, first- and second-order optimality conditions, Sensitivity, stability, parametric optimization, eigenvalues of symmetric matrices, Semi-infinite programming, quadratic rate of convergence, nonsmooth optimization, transversality

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
82
Top 10%
Top 1%
Top 10%
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