Bayesian Networks and Decision Graphs by Finn B. Jensen, Thomas Graven-Nielsen

Bayesian Networks and Decision Graphs



Download Bayesian Networks and Decision Graphs




Bayesian Networks and Decision Graphs Finn B. Jensen, Thomas Graven-Nielsen
Language: English
Page: 457
Format: pdf
ISBN: 0387682813, 9780387682815
Publisher: Springer

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.

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