rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: Optimization Theory and Methods
    sub title: Nonlinear Programming
  name:
    name part: Sun, Wenyu.
    role:
      role term: creator
    role:
      role term: author.
  name:
    name part: Yuan, Ya-Xiang.
    role:
      role term: author.
  name:
    name part: SpringerLink (Online service)
  type of resource: text
  origin info:
    place:
      place term: xxu
    date issued: 2006
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: electronic
    form: electronic resource
    reformatting quality: access
    form: remote
    extent: XII, 688 p. online resource.
  abstract: 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.
  table of contents: 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.
  note: by Wenyu Sun, Ya-Xiang Yuan.
  subject:
    topic: Mathematics
  subject:
    topic: Computer mathematics
  subject:
    topic: Numerical analysis
  subject:
    topic: Mathematical optimization
  subject:
    topic: Operations research
  subject:
    topic: Management science
  subject:
    topic: Mathematics
  subject:
    topic: Optimization
  subject:
    topic: Numerical Analysis
  subject:
    topic: Operations Research, Management Science
  subject:
    topic: Computational Science and Engineering
  classification: QA402.5-402.6
  classification: 519.6
  related item:
    title info:
      title: Springer eBooks
  related item:
    title info:
      title: Springer Optimization and Its Applications ; 1
  identifier: 9780387249766
  identifier: http://dx.doi.org/10.1007/b106451
  record info:
    record creation date: 100301
    record change date: 20151204143538.0
    record identifier: 978-0-387-24976-6