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Bayesian Networks and Decision Graphs

Bayesian Networks and Decision Graphs

Authors
Publisher Springer Nature
Year 17/03/2009
Edition Second
Version eBook: Fixed Page eTextbook (PDF)
Language English
ISBN 9780387682822
Categories Probability & statistics, Botany & plant sciences, Mathematical & statistical software, Artificial intelligence
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Book description

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.

Bayesian Networks and Decision Graphs

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