| Main Title |
Bayesian networks : an introduction / |
| Author |
Koski, Timo.
|
| Other Authors |
|
| Publisher |
Wiley, |
| Year Published |
2009 |
| OCLC Number |
320800286 |
| ISBN |
9780470743041 (hbk.); 0470743042 (hbk.) |
| Subjects |
Bayesian statistical decision theory ;
Neural networks (Computer science) ;
Bayes-Netz
|
| Holdings |
| Library |
Call Number |
Additional Info |
Location |
Last
Modified |
Checkout
Status |
| EKCM |
QA279.5.K675 2009 |
|
CEMM/GEMMD Library/Gulf Breeze,FL |
04/04/2011 |
|
| Collation |
viii, 347 p. : ill. ; 25 cm. |
| Notes |
Includes bibliographical references (p. [335]-341) and index. |
| Contents Notes |
Graphical models and probabilistic reasoning -- Conditional independence, graphs and d-separation -- Evidence, sufficiency and Monte Carlo methods -- Decomposable graphs and chain graphs -- Learning the conditional probability potentials -- Learning the graph structure -- Parameters and sensitivity -- Graphical models and exponential families -- Causality and intervention calculus -- The junction tree and probability updating -- Factor graphs and the sum product algorithm. |
