Modeling and reasoning with Bayesian networks /

Introduces the formal foundations and practical applications of Bayesian networks.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Darwiche, Adnan, 1966- (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cambridge, UK ; New York : Cambridge University Press, 2009.
Temas:
Bayesian statistical decision theory > Graphic methods.
Inference.
Probabilities.
Modeling.
Probability
Théorie de la décision bayésienne > Méthodes graphiques.
Inférence (Logique)
Probabilités.
probability.
MATHEMATICS > Probability & Statistics > Bayesian Analysis.
Modèles mathématiques.
Méthodes statistiques.
Sciences.
Inference
Modeling
Probabilities
Bayes-Netz
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Introduction
  • Propositional logic
  • Probability calculus
  • Bayesian networks
  • Building Bayesian networks
  • Inference by variable elimination
  • Inference by factor elimination
  • Inference by conditioning
  • Models for graph decomposition
  • Most likely instantiations
  • The complexity of probabilistic inference
  • Compiling Bayesian networks
  • Inference with local structure
  • Approximate inference by belief propagation
  • Approximate inference by stochastic sampling
  • Sensitivity analysis
  • Learning : the maximum likelihood approach
  • Learning : the Bayesian approach.

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