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Nonlinear programming and variational inequality problems

Michael Patriksson

1998334 pagesabout 5–8 hours
1998
first published
  • 1999Kluwer Academic Publishers · 334 pages · ENGISBN 9780792354550
  • 2010Springer · 334 pages · ENGISBN 9781441948069
  • 2013Springer · ENGISBN 9781475729917

The framework of algorithms presented in this book is called Cost Approximation. It describes, for a given formulation of a variational inequality or nonlinear programming problem, an algorithm by means of approximating mappings and problems, a principle for the updating of the iteration points, and a merit function which guides and monitors the convergence of the algorithm. One purpose of the book is to offer this framework as an intuitively appealing tool for describing an algorithm. Another purpose is to provide a convergence analysis of the algorithms in the framework. Audience: The book will be of interest to all researchers in the field (it includes over 800 references) and can also be used for advanced courses in non-linear optimization with the possibility of being oriented either to algorithm theory or to the numerical aspects of large-scale nonlinear optimization.

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