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Semidefinite Programming

Semidefinite programming
Authors: Lieven Vandenberghe; Stephen P. Boyd;

Semidefinite Programming

Abstract

In semidefinite programming, one minimizes a linear function subject to the constraint that an affine combination of symmetric matrices is positive semidefinite. Such a constraint is nonlinear and nonsmooth, but convex, so semidefinite programs are convex optimization problems. Semidefinite programming unifies several standard problems (e.g. linear quadratic programming) and finds many applications in engineering and combinatorial optimization. Although semidefinite programs are much more general than linear programs, they are not much harder to solve. This paper gives a survey of the theory and applications of semidefinite programs and an introduction to primal-dual interior-point methods for their solution.

Keywords

Research exposition (monographs, survey articles) pertaining to operations research and mathematical programming, Convex programming, Combinatorial optimization, convex optimization, Numerical mathematical programming methods, survey article, Semidefinite programming, combinatorial optimization, primal-dual interior-point methods, Interior-point methods, semidefinite programming

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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!
3K
Top 0.01%
Top 0.01%
Top 0.1%
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