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Optimization Theory and Methods : Nonlinear Programming / by Wenyu Sun, Ya-Xiang Yuan
(Springer Optimization and Its Applications. ISSN:19316836 ; 1)

1st ed. 2006.
出版者 (New York, NY : Springer US : Imprint: Springer)
出版年 2006
本文言語 英語
大きさ XII, 688 p : online resource
著者標目 *Sun, Wenyu author
Yuan, Ya-Xiang author
SpringerLink (Online service)
件 名 LCSH:Mathematical optimization
LCSH:Numerical analysis
LCSH:Operations research
LCSH:Management science
LCSH:Mathematics -- Data processing  全ての件名で検索
FREE:Optimization
FREE:Numerical Analysis
FREE:Operations Research, Management Science
FREE:Computational Science and Engineering
一般注記 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
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
HTTP:URL=https://doi.org/10.1007/b106451
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Springer eBooks 9780387249766
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データ種別 電子ブック
分 類 LCC:QA402.5-402.6
DC23:519.6
書誌ID 4000118747
ISBN 9780387249766

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