Bayesian Networks and Decision Graphs
Download or Read eBook Bayesian Networks and Decision Graphs PDF written by Thomas Dyhre Nielsen and published by Springer Science & Business Media. This book was released on 2009-03-17 with total page 457 pages. Available in PDF, EPUB and Kindle.
Author | : Thomas Dyhre Nielsen |
Publisher | : Springer Science & Business Media |
Total Pages | : 457 |
Release | : 2009-03-17 |
ISBN-10 | : 9780387682822 |
ISBN-13 | : 0387682821 |
Rating | : 4/5 (22 Downloads) |
Book Synopsis Bayesian Networks and Decision Graphs by : Thomas Dyhre Nielsen
Book excerpt: 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.