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EbookBell Team
5.0
100 reviewsISBN 10: 0387249761
ISBN 13: 9780387249766
Author: Wenyu Sun; Ya-Xiang Yuan
Optimization Theory and Methods can be used as a textbook for an optimization course for graduates and senior undergraduates. It is the result of the author's teaching and research over the past decade. It describes optimization theory and several powerful methods. For most methods, the book discusses an idea’s motivation, studies the derivation, establishes the global and local convergence, describes algorithmic steps, and discusses the numerical performance.
Introduction
Line Search
Newton’s Methods
Conjugate Gradient Method
Quasi-Newton Methods
Trust-Region Methods and Conic Model Methods
Solving Nonlinear Least-Squares Problems
Theory of Constrained Optimization
Quadratic Programming
Penalty Function Methods
Feasible Direction Methods
Sequential Quadratic Programming
Trust-Region Methods for Constrained Problems
Nonsmooth Optimization
nonlinear optimization methods
nonlinear optimization problem example
discrete optimization methods
optimization theory and applications
nonlinear optimization model
Tags: Wenyu Sun, Ya Xiang Yuan, Optimization, Nonlinear