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:
    non sort: The
    title: Theory of Evolution Strategies
  name:
    name part: Beyer, Hans-Georg.
    role:
      role term: creator
  name:
    name part: SpringerLink (Online service)
  type of resource: text
  genre: Electronic books.
  origin info:
    place:
      place term: gw
    date issued: 2001
    issuance: monographic
  language:
    language term: eng
  physical description:
    reformatting quality: access
    form: remote
    extent: 1 online resource (xix, 381 pages)
  abstract: Evolutionary Algorithms, in particular Evolution Strategies, Genetic Algorithms, or Evolutionary Programming, have found wide acceptance as robust optimization algorithms in the last ten years. Compared with the broad propagation and the resulting practical prosperity in different scientific fields, the theory has not progressed as much. This monograph provides the framework and the first steps toward the theoretical analysis of Evolution Strategies (ES). The main emphasis is on understanding the functioning of these probabilistic optimization algorithms in real-valued search spaces by investigating the dynamical properties of some well-established ES algorithms. The book introduces the basic concepts of this analysis, such as progress rate, quality gain, and self-adaptation response, and describes how to calculate these quantities. Based on the analysis, functioning principles are derived, aiming at a qualitative understanding of why and how ES algorithms work.
  note: by Hans-Georg Beyer.
  note: Electronic resource.
  subject:
    topic: Computer science
  subject:
    topic: Computer software
  subject:
    topic: Artificial intelligence
  subject:
    topic: Biology
    topic: Data processing
  subject:
    topic: Mathematics
  subject:
    topic: Artificial intelligence
  subject:
    topic: Biology
    topic: Data processing
  subject:
    topic: Computer science
  subject:
    topic: Computer software
  subject:
    topic: Mathematics
  classification: Q334-342
  classification: TJ210.2-211.495
  classification: 006.3
  related item:
    title info:
      title: Natural computing series
  identifier: 9783662043783 (electronic bk.)
  identifier: 3662043785 (electronic bk.)
  identifier: 9783642086700
  identifier: 3642086705
  identifier: 3662043785
  identifier: http://proxy.library.tamu.edu/login
  record info:
    record content source: AU@
    record creation date: 130130
    record change date: 20260423142510.0
    record identifier: in00003573108
    language of cataloging:
      language term: eng