Modeling and reasoning with Bayesian networks [E-Book] / Adnan Darwiche.
Darwiche, Adnan, (author)
Cambridge : Cambridge University Press, 2009
1 online resource (xii, 548 pages)
englisch
9781107678422
9780521884389
9780511811357
Full Text
Table of Contents:
  • 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.