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An Introduction to Algorithms for Nonlinear Optimization

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Frontiers in Numerical Analysis

Part of the book series: Universitext ((UTX))

Abstract

We provide a concise introduction to modern methods for solving nonlinear optimization problems. We consider both linesearch and trust-region methods for unconstrained minimization, interior-point methods for problems involving inequality constraints, and SQP methods for those involving equality constraints. Theoretical as well as practical aspects are emphasised. We conclude by giving a personal view of some of the most significant papers in the area, and a brief guide to on-line resources.

This work was supported in part by t he EPSRC grant GR/R46641

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© 2003 Springer-Verlag Berlin Heidelberg

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Gould, N.I.M., Leyffer, S. (2003). An Introduction to Algorithms for Nonlinear Optimization. In: Blowey, J.F., Craig, A.W., Shardlow, T. (eds) Frontiers in Numerical Analysis. Universitext. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-55692-0_4

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  • DOI: https://doi.org/10.1007/978-3-642-55692-0_4

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-44319-3

  • Online ISBN: 978-3-642-55692-0

  • eBook Packages: Springer Book Archive

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