Bayesian Networks and Decision Graphs

Released on by Thomas Dyhre Nielsen
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  • Bayesian Networks and Decision Graphs Book Detail

  • Author : Thomas Dyhre Nielsen
  • Release Date : 2009-03-17
  • Publisher : Springer Science & Business Media
  • Genre : Science
  • Pages : 457
  • ISBN 13 : 0387682821
  • File Size : 30,30 MB
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Bayesian Networks and Decision Graphs by Thomas Dyhre Nielsen PDF Summary

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.

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A practical guide to normative systems: Causal and bayesian networks; Building models; learning, adaptation, and tuning; Decision graphs. Algorithms ofr normati