Modeling and reasoning with Bayesian networks
Darwiche, Adnan
Modeling and reasoning with Bayesian networks Adnan Darwiche. - Cambridge ; New York : Cambridge University Press, ©2009. - xii, 548 p. : ill. ; 26 cm.
Includes bibliographical references (p. 527-539) and index.
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.
9780521884389
2008044605
GBA906362 bnb
014883735 Uk
Bayesian statistical decision theory--Graphic methods.
Inference.
Probabilities.
Modeling.
QA279.5 / .D37 2009
519.542 / DAR-M
Modeling and reasoning with Bayesian networks Adnan Darwiche. - Cambridge ; New York : Cambridge University Press, ©2009. - xii, 548 p. : ill. ; 26 cm.
Includes bibliographical references (p. 527-539) and index.
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.
9780521884389
2008044605
GBA906362 bnb
014883735 Uk
Bayesian statistical decision theory--Graphic methods.
Inference.
Probabilities.
Modeling.
QA279.5 / .D37 2009
519.542 / DAR-M