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: Bayesian networks
    sub title: an introduction
  name:
    name part: Koski, Timo.
    role:
      role term: creator
  name:
    name part: Noble, John M.
  type of resource: text
  genre: bibliography
  origin info:
    place:
      place term: enk
    place:
      place term: Chichester, West Sussex, UK
    publisher: John Wiley
    date issued: ©2009
    date issued: 2009
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: remote
    extent: 1 online resource (viii, 347 pages) : illustrations
  abstract: Bayesian Networks: An Introduction provides a self-contained introduction to the theory and applications of Bayesian networks, a topic of interest and importance for statisticians, computer scientists and those involved in modelling complex data sets. The material has been extensively tested in classroom teaching and assumes a basic knowledge of probability, statistics and mathematics. All notions are carefully explained and feature exercises throughout. Features include:.: An introduction to Dirichlet Distribution, Exponential Families and their applications.; A detailed description of learni.
  table of contents: Graphical models and probabilistic reasoning -- Conditional independence, graphs, and d-separation -- Evidence, sufficiency and Monte Carlo methods -- Decomposable graphs and chain graphs -- Learning the conditional probability potentials -- Learning the graph structure -- Parameters and sensitivity -- Graphical models and exponential families -- Causality and intervention calculus -- The junction tree and probability updating -- Factor graphs and the sum product algorithm.
  note: Timo Koski, John M. Noble.
  note: Includes bibliographical references (pages 355-341) and index.
  subject:
    topic: Bayesian statistical decision theory
  subject:
    topic: Neural networks (Computer science)
  classification: QA279.5 .K68 2009eb
  classification: 519.5/42
  classification: 31.73
  related item:
    title info:
      title: Bayesian networks
    name:
      name part: Koski, Timo.
    origin info:
      publisher: Chichester, West Sussex, UK : John Wiley, 2009
    identifier: (DLC) 2009031404
  identifier: 9780470684030
  identifier: 0470684038
  identifier: 9780470684023
  identifier: 047068402X
  identifier: 9780470743041
  identifier: 0470743042
  identifier: 10.1002/9780470684023 Wiley InterScience
  identifier: http://proxy.library.tamu.edu/login
  record info:
    record content source: NhCcYBP
    record creation date: 091124
    record change date: 20260214214557.0
    record identifier: in00004677148
    language of cataloging:
      language term: eng