000 02105cam a2200373 a 4500
001 15490453
003 NUST-PNEC
005 20170116180656.0
008 081020s2009 enka b 001 0 eng
010 _a 2008044605
015 _aGBA906362
_2bnb
016 7 _a014883735
_2Uk
020 _a9780521884389
020 _a0521884381 (hardback)
035 _a(OCoLC)ocn263146943
040 _aDLC
_cPNEC
_dBTCTA
_dYDXCP
_dUKM
_dYDX
_dC#P
_dCDX
_dBWX
_dBWK
_dDLC
050 0 0 _aQA279.5
_b.D37 2009
082 0 0 _a519.542 DAR
100 1 _aDarwiche, Adnan,
_d1966-
245 1 0 _aModeling and reasoning with Bayesian networks
_cAdnan Darwiche.
260 _aCambridge ;
_aNew York :
_bCambridge University Press,
_c2009.
300 _axii, 548 p. :
_bill. ;
_c26 cm.
500 _aIncludes 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
504 _aIncludes bibliographical references (p. 527-539) and index.
505 0 _aIntroduction -- 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.
650 0 _aBayesian statistical decision theory
_xME, MIS
650 0 _aInference.
650 0 _aProbabilities.
650 0 _aModeling.
856 4 1 _3Table of contents only
_uhttp://www.loc.gov/catdir/toc/fy0903/2008044605.html
906 _a7
_bcbc
_corignew
_d1
_eecip
_f20
_gy-gencatlg
942 _2ddc
_cBK
999 _c60387
_d60387