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Interior-point Methods (2000)

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by Florian A. Potra , Stephen J. Wright
Citations:604 - 15 self
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BibTeX

@MISC{Potra00interior-pointmethods,
    author = {Florian A. Potra and Stephen J. Wright},
    title = {Interior-point Methods},
    year = {2000}
}

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Abstract

The modern era of interior-point methods dates to 1984, when Karmarkar proposed his algorithm for linear programming. In the years since then, algorithms and software for linear programming have become quite sophisticated, while extensions to more general classes of problems, such as convex quadratic programming, semidefinite programming, and nonconvex and nonlinear problems, have reached varying levels of maturity. We review some of the key developments in the area, including comments on both the complexity theory and practical algorithms for linear programming, semidefinite programming, monotone linear complementarity, and convex programming over sets that can be characterized by self-concordant barrier functions.

Keyphrases

linear programming    interior-point method    semidefinite programming    nonlinear problem    key development    complexity theory    convex programming    modern era    interior-point method date    general class    convex quadratic programming    practical algorithm    self-concordant barrier function    monotone linear complementarity    varying level   

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