Bayesian Networks and Decision Graphs / Edition 2

Bayesian Networks and Decision Graphs / Edition 2

by Thomas Dyhre Nielsen, FINN VERNER JENSEN
     
 

ISBN-10: 0387682813

ISBN-13: 9780387682815

Pub. Date: 06/06/2007

Publisher: Springer New York

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,

Overview

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.

Product Details

ISBN-13:
9780387682815
Publisher:
Springer New York
Publication date:
06/06/2007
Series:
Information Science and Statistics Series
Edition description:
2nd ed. 2007
Pages:
447
Product dimensions:
9.21(w) x 6.14(h) x 1.00(d)

Table of Contents

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

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