Record Display for the EPA National Library Catalog

RECORD NUMBER: 30 OF 352

OLS Field Name OLS Field Data
Main Title Bayesian networks : an introduction /
Author Koski, Timo.
Other Authors
Author Title of a Work
Noble, John M.
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 NHEERL/GED 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.