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Optimization Theory and Methods : Nonlinear Programming / by Wenyu Sun, Ya-Xiang Yuan
(Springer Optimization and Its Applications ; 1)

データ種別 電子ブック
出版者 Boston, MA : Springer US
出版年 2006
本文言語 英語
大きさ XII, 688 p : online resource

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URL 電子ブック


EB0114202

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内容注記 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
一般注記 This book, a result of the authors’ teaching and research experience in various universities and institutes over the past ten years, can be used as a textbook for an optimization course for graduates and senior undergraduates. It systematically describes optimization theory and several powerful methods, including recent results. For most methods, the authors discuss an idea’s motivation, study the derivation, establish the global and local convergence, describe algorithmic steps, and discuss the numerical performance. The book deals with both theory and algorithms of optimization concurrently. It also contains an extensive bibliography with 366 references. Finally, apart from its use for teaching, Optimization Theory and Methods is also very beneficial for doing research. Audience This book is intended for senior students, graduates, teachers, and researchers in optimization, operations research, computational mathematics, applied mathematics, and some engineering and economics. It will also be useful for scientists in engineering and economics
著者標目 *Sun, Wenyu author
Yuan, Ya-Xiang author
SpringerLink (Online service)
件 名 LCSH:Mathematics
LCSH:Computer mathematics
LCSH:Numerical analysis
LCSH:Mathematical optimization
LCSH:Operations research
LCSH:Management science
FREE:Mathematics
FREE:Optimization
FREE:Numerical Analysis
FREE:Operations Research, Management Science
FREE:Computational Science and Engineering
分 類 DC23:519.6
巻冊次 ISBN:9780387249766 REFWLINK
ISBN 9780387249766
URL http://dx.doi.org/10.1007/b106451
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