Nielsen / VERNER JENSEN Bayesian Networks and Decision Graphs
2. Auflage 2007
ISBN: 978-0-387-68282-2
Verlag: Springer US
Format: PDF
Kopierschutz: 1 - PDF Watermark
E-Book, Englisch, 464 Seiten, eBook
Reihe: Information Science and Statistics
ISBN: 978-0-387-68282-2
Verlag: Springer US
Format: PDF
Kopierschutz: 1 - PDF Watermark
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.
Zielgruppe
Research
Autoren/Hrsg.
Weitere Infos & Material
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
