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: Graphical models
    sub title: representations for learning, reasoning and data mining
  name:
    name part: Borgelt, Christian
    role:
      role term: creator
    role:
      role term: author.
  name:
    name part: Steinbrecher, Matthias
    role:
      role term: author.
  name:
    name part: Kruse, Rudolf
    role:
      role term: author.
  type of resource: text
  genre: globe
  genre: bibliography
  genre: Electronic books.
  origin info:
    place:
      place term: enk
    date issued: 2009
    edition: Second edition.
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: remote
    extent: 1 online resource (viii, 393 pages) : illustrations
  abstract: Graphical models are of increasing importance in applied statistics, and in particular in data mining. Providing a self-contained introduction and overview to learning relational, probabilistic, and possibilistic networks from data, this second edition of Graphical Models is thoroughly updated to include the latest research in this burgeoning field, including a new chapter on visualization. The text provides graduate students, and researchers with all the necessary background material, including modelling under uncertainty, decomposition of distributions, graphical representation of distributi.
  table of contents: Graphical Models; Contents; Preface; 1 Introduction; 2 Imprecision and Uncertainty; 3 Decomposition; 4 Graphical Representation; 5 Computing Projections; 6 Naive Classifiers; 7 Learning Global Structure; 8 Learning Local Structure; 9 Inductive Causation; 10 Visualization; 11 Applications; A Proofs of Theorems; B Software Tools; Bibliography; Index.
  note: Christian Borgelt, Matthias Steinbrecher & Rudolf Kruse.
  note: Includes bibliographical references and index.
  subject:
    topic: Data mining
  subject:
    topic: Mathematical statistics
    topic: Graphic methods
  subject:
    topic: Data Mining
  classification: QA76.9.D343 B67 2009eb
  classification: 006.3/12
  related item:
    title info:
      title: Graphical models
    name:
      name part: Borgelt, Christian.
    origin info:
      publisher: Chichester, West Sussex, UK : John Wiley, 2009
      edition: 2nd ed.
    identifier: (DLC) 2009028756
  related item:
    title info:
      title: Wiley series in computational statistics
  identifier: 9780470749562
  identifier: 0470749563
  identifier: 9780470749555
  identifier: 0470749555
  identifier: 047072210X
  identifier: 9780470722107
  identifier: 227888 MIL
  identifier: http://proxy.library.tamu.edu/login
  record info:
    record content source: NhCcYBP
    record creation date: 100719
    record change date: 20260214211147.2
    record identifier: in00004677684
    language of cataloging:
      language term: eng