TY  - BOOK
AU  - Darwiche,Adnan
TI  - Modeling and reasoning with Bayesian networks 
SN  - 9780521884389 
AV  - QA279.5 .D37 2009
U1  - 519.542 DAR 
PY  - 2009///
CY  - Cambridge, New York
PB  - Cambridge University Press
KW  - Bayesian statistical decision theory
KW  - ME, MIS
KW  - Inference
KW  - Probabilities
KW  - Modeling
N1  - Includes Index http://www.amazon.com/Modeling-Reasoning-Bayesian-Networks-Darwiche/dp/0521884381/ref=sr_1_1?s=books&ie=UTF8&qid=1409386482&sr=1-1&keywords=9780521884389; 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
UR  - http://www.loc.gov/catdir/toc/fy0903/2008044605.html
ER  -