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Nonlinear optimization : a basic course Upplaga 1
This book is intended to be used in a first course treating nonlinear optimization problems. It starts with a review
of the necessary concepts of calculus and linear algebra, including positive definite matrices. The classical numerical optimization methods with line search algorithms are motivated and derived, and some of their properties investigated. The theories of constrained optimization, convexity and duality are developed rigorously and presented with focus on solving concrete optimization problems. There are plenty of solved examples as well as exercises to which answers and in many cases complete solutions are provided.
Upplaga: 1a upplagan
Utgiven: 2024
ISBN: 9789144183053
Förlag: Studentlitteratur AB
Format: Häftad
Språk: Engelska
Sidor: 300 st
This book is intended to be used in a first course treating nonlinear optimization problems. It starts with a review
of the necessary concepts of calculus and linear algebra, including positive definite matrices. The classical numerical optimization methods with line search algorithms are motivated and derived, and some of their properties investigated. The theories of constrained optimization, convexity and duality are developed rigorously and presented with focus on solving concrete optimization problems. There are plenty of solved examples as well as exercises to which answers and in many cases complete solutions are provided.
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