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Bayesian Networks and Decision Graphs

Bayesian Networks and Decision Graphs (Hardback)

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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.

Computing & ITComputer scienceArtificial intelligenceMachine learningComputing & ITComputer scienceArtificial intelligenceNeural networks & fuzzy systemsScience & MathematicsBiology, life sciencesBotany & plant sciences Publisher: Springer-Verlag New York Inc. Publication Date: 06/06/2007 ISBN-13: 9780387682815  Details: Type: Hardback Format: Books
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