Bayesian Networks and Decision Graphs (Information Science and Statistics)

Nielsen, Thomas Dyhre; VERNER JENSEN, FINN

ISBN 10: 0387682813 / ISBN 13: 9780387682815

Edité par Springer, 2007

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N° de réf. du vendeur I-9780387682815

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Titre : Bayesian Networks and Decision Graphs (...

Éditeur : Springer

Date d'édition : 2007

Reliure : Couverture rigide

Etat : New

Edition : 2ème Édition

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Synopsis :

This is a brand new edition of an essential work on Bayesian networks and decision graphs. It is an introduction to probabilistic graphical models including Bayesian networks and influence diagrams. The reader is guided through the two types of frameworks with examples and exercises, which also give instruction on how to build these models. Structured in two parts, the first section focuses on probabilistic graphical models, while the second part deals with decision graphs, and in addition to the frameworks described in the previous edition, it also introduces Markov decision process and partially ordered decision problems.