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Modern Numerical Nonlinear Optimization (Hardcover, 1st ed. 2022)
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Modern Numerical Nonlinear Optimization (Hardcover, 1st ed. 2022)
Series: Springer Optimization and Its Applications, 195
Expected to ship within 10 - 15 working days
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This book includes a thorough theoretical and computational
analysis of unconstrained and constrained optimization algorithms
and combines and integrates the most recent techniques and advanced
computational linear algebra methods. Nonlinear optimization
methods and techniques have reached their maturity and an abundance
of optimization algorithms are available for which both the
convergence properties and the numerical performances are known.
This clear, friendly, and rigorous exposition discusses the theory
behind the nonlinear optimization algorithms for understanding
their properties and their convergence, enabling the reader to
prove the convergence of his/her own algorithms. It covers cases
and computational performances of the most known modern nonlinear
optimization algorithms that solve collections of unconstrained and
constrained optimization test problems with different structures,
complexities, as well as those with large-scale real applications.
The book is addressed to all those interested in developing and
using new advanced techniques for solving large-scale unconstrained
or constrained complex optimization problems. Mathematical
programming researchers, theoreticians and practitioners in
operations research, practitioners in engineering and industry
researchers, as well as graduate students in mathematics, Ph.D. and
master in mathematical programming will find plenty of recent
information and practical approaches for solving real large-scale
optimization problems and applications.
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