/Users/andrea/_magisterarbeit/korpus/clean/trainkorpus/10/Lfile1.html NN ----------------------------------------- : Recommended JJ introductory JJ reading NN Books NNS In IN reverse JJ chronological JJ order NN bold JJ means NNS particularly RB recommended VVD F NN . SENT V NN . SENT Jensen NP . SENT Bayesian NP Networks NPS and CC Decision NN Graphs NNS . SENT Springer NP . SENT 2001 CD . SENT Probably RB the DT best RBS introductory JJ book NN available JJ . SENT D SYM . SENT Edwards NP . SENT Introduction NN to TO Graphical JJ Modelling VVG , , 2 CD nd NN ed NP . SENT Springer NP Verlag NP . SENT 2000 CD . SENT Good JJ treatment NN of IN undirected JJ graphical JJ models NNS from IN a DT statistical JJ perspective NN . SENT J NP . SENT Pearl NP . SENT Causality NN . SENT Cambridge NP . SENT 2000 CD . SENT The DT definitive JJ book NN on IN using VVG causal JJ DAG NN modeling NN . SENT R SYM . SENT G NP . SENT Cowell NP , , A NP . SENT P NN . SENT Dawid NP , , S NP . SENT L NP . SENT Lauritzen NP and CC D NP . SENT J NP . SENT Spiegelhalter NP . SENT Probabilistic JJ Networks NNS and CC Expert JJ Systems NPS . SENT Springer NP Verlag NP . SENT 1999 CD . SENT Probably RB the DT best JJS book NN available JJ , , although IN the DT treatment NN is VBZ restricted VVN to TO exact JJ inference NN . SENT M NP . SENT I PP . SENT Jordan NP ed NP . SENT Learning VVG in IN Graphical JJ Models NNS . SENT MIT NP Press NP . SENT 1998 CD . SENT Loose JJ collection NN of IN papers NNS on IN machine NN learning NN , , many RB related VVN to TO graphical JJ models NNS . SENT One CD of IN the DT few JJ books NNS to TO discuss VV approximate JJ inference NN . SENT B LS . SENT Frey NP . SENT Graphical JJ models NNS for IN machine NN learning NN and CC digital JJ communication NN , , MIT NP Press NP . SENT 1998 CD . SENT Discusses VVZ pattern NN recognition NN and CC turbocodes NNS using VVG directed VVN graphical JJ models NNS . SENT E SYM . SENT Castillo NP and CC J NP . SENT M NP . SENT Gutierrez NP and CC A NP . SENT S NP . SENT Hadi NP . SENT Expert NN systems NNS and CC probabilistic JJ network NN models NNS . SENT Springer NP Verlag NP , , 1997 CD . SENT A DT Spanish JJ version NN is VBZ available JJ online JJ for IN free JJ . SENT F SYM . SENT Jensen NP . SENT An DT introduction NN to TO Bayesian NP Networks NPS . SENT UCL NP Press NP . SENT 1996 CD . SENT Out RB of IN print NN . SENT Superceded VVD by IN his PP$ 2001 CD book NN . SENT S NP . SENT Lauritzen NP . SENT Graphical JJ Models NNS , , Oxford NP . SENT 1996 CD . SENT The DT definitive JJ mathematical JJ exposition NN of IN the DT theory NN of IN graphical JJ models NNS . SENT S NP . SENT Russell NP and CC P NN . SENT Norvig NP . SENT Artificial JJ Intelligence NP . SENT A DT Modern NP Approach NN . SENT Prentice NP Hall NP . SENT 1995 CD . SENT Popular JJ undergraduate JJ textbook NN that WDT includes VVZ a DT readable JJ chapter NN on IN directed VVN graphical JJ models NNS . SENT J NP . SENT Whittaker NP . SENT Graphical JJ Models NNS in IN Applied NP Multivariate NP Statistics NP , , Wiley NP . SENT 1990 CD . SENT This DT is VBZ the DT first JJ book NN published VVN on IN graphical JJ modelling VVG from IN a DT statistics NNS perspective NN . SENT R SYM . SENT Neapoliton NP . SENT Probabilistic JJ Reasoning NN in IN Expert JJ Systems NPS . SENT John NP Wiley NP Sons NPS . SENT 1990 CD . SENT J NP . SENT Pearl NP . SENT Probabilistic JJ Reasoning NN in IN Intelligent JJ Systems NPS . SENT Networks NNS of IN Plausible JJ Inference NN . SENT Morgan NP Kaufmann NP . SENT 1988 CD . SENT The DT book NN that WDT got VVD it PP all RB started VVD . SENT A DT very RB insightful JJ book NN , , still RB relevant JJ today NN . SENT Review NN articles NNS P NN . SENT Smyth NP , , 1998 CD . SENT Belief NN networks NNS , , hidden JJ Markov NP models NNS , , and CC Markov NP random JJ fields NNS . SENT a DT unifying JJ view NN , , Pattern NN Recognition NP Letters NP . SENT E SYM . SENT Charniak NP , , 1991 CD . SENT Bayesian NP Networks NPS without IN Tears NNS , , AI VVP magazine NN . SENT Sam NP Roweis NP Zoubin NP Ghahramani NP , , 1999 CD . SENT A DT Unifying JJ Review NP of IN Linear NP Gaussian JJ Models NNS , , Neural JJ Computation NN 11 CD 2 CD 1999 CD pp NP . SENT 305 CD 345 CD Exact JJ Inference NN C NP . SENT Huang NP and CC A NP . SENT Darwiche NP , , 1996 CD . SENT Inference NN in IN Belief NN Networks NNS . SENT A DT procedural JJ guide NN , , Intl NP . SENT J NP . SENT Approximate JJ Reasoning NN , , 15 CD 3 CD . SENT 225 CD 263 CD . SENT R SYM . SENT McEliece NP and CC S NP . SENT M NP . SENT Aji NP , , 2000 CD . SENT The DT Generalized VVN Distributive NN Law NN , , IEEE NP Trans NP . SENT Inform VV . SENT Theory NN , , vol NP . SENT 46 CD , , no RB . SENT 2 CD March NP 2000 CD , , pp NP . SENT 325 CD 343 CD . SENT F SYM . SENT Kschischang NP , , B NP . SENT Frey NP and CC H NP . SENT Loeliger NP , , 2001 CD . SENT Factor NN graphs NNS and CC the DT sum NN product NN algorithm NN , , IEEE NP Transactions NNS on IN Information NP Theory NN , , February NP , , 2001 CD . SENT M NP . SENT Peot NP and CC R NP . SENT Shachter NP , , 1991 CD . SENT Fusion NN and CC propogation NN with IN multiple JJ observations NNS in IN belief NN networks NNS , , Artificial JJ Intelligence NP , , 48 CD . SENT 299 CD 318 CD . SENT Approximate JJ Inference NN M NP . SENT I PP . SENT Jordan NP , , Z NP . SENT Ghahramani NP , , T NN . SENT S NP . SENT Jaakkola NP , , and CC L NP . SENT K NP . SENT Saul NP , , 1997 CD . SENT An DT introduction NN to TO variational JJ methods NNS for IN graphical JJ models NNS . SENT D SYM . SENT MacKay NP , , 1998 CD . SENT An DT introduction NN to TO Monte NP Carlo NP methods NNS . SENT T NN . SENT Jaakkola NP and CC M NP . SENT Jordan NP , , 1998 CD . SENT Variational JJ probabilistic JJ inference NN and CC the DT QMR NP DT NP database NN Learning NP W NP . SENT L NP . SENT Buntine NP , , 1994 CD . SENT Operations NNS for IN Learning NP with IN Graphical JJ Models NNS , , J NP . SENT AI VVZ Research NP , , 159 CD 225 CD . SENT D SYM . SENT Heckerman NP , , 1996 CD . SENT A DT tutorial NN on IN learning VVG with IN Bayesian NP networks NNS , , Microsoft NP Research NP tech NN . SENT report NN , , MSR NP TR NP 95 CD 06 CD . SENT DBNs NP L NP . SENT R SYM . SENT Rabiner NP , , 1989 CD . SENT A DT Tutorial NN in IN Hidden NP Markov NP Models NNS and CC Selected VVD Applications NP in IN Speech NN Recognition NP , , Proc NP . SENT of IN the DT IEEE NP , , 77 CD 2 CD . SENT 257 CD 286 CD . SENT Z SYM . SENT Ghahramani NP , , 1998 CD . SENT Learning VVG Dynamic JJ Bayesian NP Networks NPS In IN C NP . SENT L NP . SENT Giles NP and CC M NP . SENT Gori NP eds NPS . SENT , , Adaptive JJ Processing VVG of IN Sequences NNS and CC Data NP Structures NNS . SENT Lecture NN Notes NNS in IN Artificial JJ Intelligence NP , , 168 CD 197 CD . SENT Berlin NP . SENT Springer NP Verlag NP . SENT