Bayesian Networks and Decision Graphs
(Sprache: Englisch)
This is a 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. It presents a thorough introduction to state-of-the-art solution and analysis algorithms.
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This is a 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. It presents a thorough introduction to state-of-the-art solution and analysis algorithms.
Klappentext zu „Bayesian Networks and Decision Graphs “
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.
Inhaltsverzeichnis zu „Bayesian Networks and Decision Graphs “
Causal and Bayesian Networks Part I: A Practical Guide to Normative Systems: Building Models Learning, Adaptation, and Tuning Decision Graphs Part II: Algorithms for Normative Systems: Belief Updating in Bayesian Networks Bayesian Network Analysis Tools Algorithms for Influence Diagrams
Bibliographische Angaben
- Autoren: Thomas Dyhre Nielsen , FINN VERNER JENSEN
- 2010, 2nd ed., 447 Seiten, Maße: 23,5 cm, Kartoniert (TB), Englisch
- Verlag: Springer, New York
- ISBN-10: 1441923942
- ISBN-13: 9781441923943
Sprache:
Englisch
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