Bayesian networks
Subtitle: an introduction
By: Timo Koski, John M. Noble
Contributors: Noble, John M.
Series: Wiley series in probability and statistics; Wiley series in probability and statistics
Publisher: Wiley
Published: 2009
Place of publication: Chichester, West Sussex, UK
Language: eng
Number of pages: 347
ISBN-13: 9780470743041
Notes: Includes bibliographical references (p. [335]-341) and index.
Table of contents: title: Graphical models and probabilistic reasoning; title: Conditional independence, graphs and d-separation; title: Evidence, sufficiency and Monte Carlo methods; title: Decomposable graphs and chain graphs; title: Learning the conditional probability potentials; title: Learning the graph structure; title: Parameters and sensitivity; title: Graphical models and exponential families; title: Causality and intervention calculus; title: The junction tree and probability updating; title: Factor graphs and the sum product  algorithm.