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: Empirical Estimates in Stochastic Optimization and Identification
  name:
    name part: Knopov, Pavel S.
    role:
      role term: creator
  name:
    name part: Kasitskaya, Evgeniya J.
  name:
    name part: SpringerLink (Online service)
  type of resource: text
  genre: Electronic books.
  origin info:
    place:
      place term: mau
    date issued: 2002
    issuance: monographic
  language:
    language term: eng
  physical description:
    reformatting quality: access
    form: remote
    extent: 1 online resource (viii, 250 pages)
  abstract: This book contains problems of stochastic optimization and identification. Results concerning uniform law of large numbers, convergence of approximate estimates of extremal points, as well as empirical estimates of functionals with probability 1 and in probability are presented. It is shown that the investigation of asymptotic properties of approximate estimates and estimates of unknown parameters in various regression models can be carried out by using general methods, which are presented by the authors. The connection between stochastic programming methods and estimation theory is described. It was assumed to use the methods of asymptotic stochastic analysis for investigation of extremal points, and on the other hand to use stochastic programming methods to find optimal estimates. Audience: Specialists in stochastic optimization and estimations, postgraduate students, and graduate students studying such topics.
  note: by Pavel S. Knopov, Evgeniya J. Kasitskaya.
  note: Electronic resource.
  subject:
    topic: Statistics
  subject:
    topic: System theory
  subject:
    topic: Mathematical optimization
  subject:
    topic: Distribution (Probability theory)
  classification: QA276-280
  classification: 519.5
  related item:
    title info:
      title: Applied optimization ; 71
  identifier: 9781475735673 (electronic bk.)
  identifier: 1475735677 (electronic bk.)
  identifier: 9781441952240
  identifier: 1441952241
  identifier: 1475735677
  identifier: http://proxy.library.tamu.edu/login
  record info:
    record content source: AU@
    record creation date: 130321
    record change date: 20260422172554.1
    record identifier: in00003570209
    language of cataloging:
      language term: eng