Bayesian networks and decision graphs / Finn V. Jensen, Thomas D. Nielsen.
| Author/creator | Jensen, Finn V. |
| Other author | Nielsen, Thomas Dyhre. |
| Format | Book |
| Edition | 2nd ed. |
| Publication Info | New York : Springer, ©2007. |
| Description | xvi, 447 pages : illustrations ; 25 cm. |
| Subjects |
| Series | Information science and statistics Information science and statistics. ^A590070 |
| Contents | Prerequisites on probability theory -- pt. 1. Probabilistic graphical models -- Causal and Bayesian networks -- Building models -- Belief updating in Bayesian networks -- Analysis tools for Bayesian networks -- Parameter estimation -- Learning the structure of Bayesian networks -- Bayesian networks as classifiers -- pt. 2. Decision graphs -- Graphical languages for specification of decision problems -- Solution methods for decision graphs -- Methods for analyzing decision problems. |
| Review | "The book introduces probabilistic graphical models and decision graphs, including Bayesian networks and influence diagrams. The reader is introduced to the two types of frameworks through examples and exercises, which also instruct the reader on how to build these models."--Jacket. |
| Bibliography note | Includes bibliographical references (pages 431-439) and index. |
| LCCN | 2006938666 |
| ISBN | 0387682813 |
| ISBN | 9780387682815 |
| ISBN | 9780387682822 (e-ISBN) |
| ISBN | 0387682821 (e-ISBN) |
| ISBN | 9781441923943 |
| ISBN | 1441923942 |
| Standard identifier# | 9780387682815 |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Joyner | General Stacks | QA279.5 .J45 2007 | ✔ Available | Place Hold |