03435nam 2200637 a 450 991043760280332120200520144314.01-283-86506-81-4614-5104-310.1007/978-1-4614-5104-4(CKB)2670000000299658(EBL)1030496(OCoLC)823384880(SSID)ssj0000810487(PQKBManifestationID)11427881(PQKBTitleCode)TC0000810487(PQKBWorkID)10833162(PQKB)11064828(DE-He213)978-1-4614-5104-4(MiAaPQ)EBC1030496(PPN)168302047(EXLCZ)99267000000029965820120802d2013 uy 0engur|n|---|||||txtccrBayesian networks and influence diagrams a guide to construction and analysis /Uffe B. Kjerulff, Anders L. Madsen2nd ed.New York Springer20131 online resource (387 p.)Information science and statistics,1613-9011Description based upon print version of record.1-4939-0029-3 1-4614-5103-5 Includes bibliographical references and index.pt. 1. Fundamentals -- pt. 2. Model construction -- pt. 3. Model analysis.Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new sections, in addition to fully-updated examples, tables, figures, and a revised appendix.  Intended primarily for practitioners, this book does not require sophisticated mathematical skills or deep understanding of the underlying theory and methods nor does it discuss alternative technologies for reasoning under uncertainty. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his or her level of understanding. The techniques and methods presented on model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined based on numerous courses the authors have held for practitioners worldwide.   Uffe B. Kjærulff holds a PhD on probabilistic networks and is an Associate Professor of Computer Science at Aalborg University. Anders L. Madsen of HUGIN EXPERT A/S holds a PhD on probabilistic networks and is an Adjunct Professor of Computer Science at Aalborg University.Information Science and Statistics,1613-9011 ;22Bayesian statistical decision theoryUncertainty (Information theory)Expert systems (Computer science)Bayesian statistical decision theory.Uncertainty (Information theory)Expert systems (Computer science)003.54Kjerulff Uffe B1758973Madsen Anders L1758974MiAaPQMiAaPQMiAaPQBOOK9910437602803321Bayesian networks and influence diagrams4197316UNINA