Genericity in Polynomial Optimization

Nonfiction, Science & Nature, Mathematics
Cover of the book Genericity in Polynomial Optimization by Huy-Vui Hà, Tiến-Sơn Phạm, World Scientific Publishing Company
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Author: Huy-Vui Hà, Tiến-Sơn Phạm ISBN: 9781786342232
Publisher: World Scientific Publishing Company Publication: December 22, 2016
Imprint: WSPC (EUROPE) Language: English
Author: Huy-Vui Hà, Tiến-Sơn Phạm
ISBN: 9781786342232
Publisher: World Scientific Publishing Company
Publication: December 22, 2016
Imprint: WSPC (EUROPE)
Language: English

In full generality, minimizing a polynomial function over a closed semi-algebraic set requires complex mathematical equations. This book explains recent developments from singularity theory and semi-algebraic geometry for studying polynomial optimization problems. Classes of generic problems are defined in a simple and elegant manner by using only the two basic (and relatively simple) notions of Newton polyhedron and non-degeneracy conditions associated with a given polynomial optimization problem. These conditions are well known in singularity theory, however, they are rarely considered within the optimization community.

Explanations focus on critical points and tangencies of polynomial optimization, Hölderian error bounds for polynomial systems, Frank–Wolfe-type theorem for polynomial programs and well-posedness in polynomial optimization. It then goes on to look at optimization for the different types of polynomials. Through this text graduate students, PhD students and researchers of mathematics will be provided with the knowledge necessary to use semi-algebraic geometry in optimization.

Contents:

  • Semi-Algebraic Geometry
  • Critical Points and Tangencies
  • Hölderian Error Bounds for Polynomial Systems
  • Frank–Wolfe Type Theorem for Polynomial Programs
  • Well-Posedness in Unconstrained Polynomial Optimization
  • Generic Properties in Polynomial Optimization
  • Optimization of Polynomials on Compact Semi-Algebraic Sets
  • Optimization of Polynomials on Non-Compact Semi-Algebraic Sets
  • Convex Polynomial Optimization

Readership: Graduate students, PhD Students and researchers of mathematics.
Key Features:

  • The book will complement what is already rather extensively covered in the existing recent books, like the ones of Jean Bernard Lasserre, Monique Laurent, and Murray Marshall
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In full generality, minimizing a polynomial function over a closed semi-algebraic set requires complex mathematical equations. This book explains recent developments from singularity theory and semi-algebraic geometry for studying polynomial optimization problems. Classes of generic problems are defined in a simple and elegant manner by using only the two basic (and relatively simple) notions of Newton polyhedron and non-degeneracy conditions associated with a given polynomial optimization problem. These conditions are well known in singularity theory, however, they are rarely considered within the optimization community.

Explanations focus on critical points and tangencies of polynomial optimization, Hölderian error bounds for polynomial systems, Frank–Wolfe-type theorem for polynomial programs and well-posedness in polynomial optimization. It then goes on to look at optimization for the different types of polynomials. Through this text graduate students, PhD students and researchers of mathematics will be provided with the knowledge necessary to use semi-algebraic geometry in optimization.

Contents:

Readership: Graduate students, PhD Students and researchers of mathematics.
Key Features:

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