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Graphical Models

Lauritzen, Steffen L.

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The application of graph theory to modelling systems began in several scientific areas, among them statistical physics (the study of large particle systems), genetics (studying inheritable properties of natural species), and interactions in contingency tables. The use of graphical models in statistics has increased considerably in these and other areas such as artificial intelligence, and the theory has been greatly developed and extended. This is the first comprehensive and authoritative account of the theory of graphical models. Written by a leading expert in the field, it contains the fundamentals graph required and a thorough study of Markov properties associated with various type of graphs, the statistical theory of log-linear and graphical models, and graphical tables with mixed discrete-continuous variables in developed detail. Special topics, such as the application of graphical models to probabilistic expert systems, are described briefly, and appendices give details of the multivariate normal distribution and of the theory of regular exponential families.

Accessories:

No Accessory

Publisher

OXFORD UNIV PR

Bisac Major Subject

Mathematics

Binding Type

Hardcover

Country Of Origin

Number Of Units

Length

9.5 Inches

Barcode Indicator

ISBN

Width

6.58 Inches

Publication Date

2002-12-19

Height

1.04 Inches

ISBN 10

0198522193

Weight

1.38 Pounds

Book EAN

9780198522195

Target Audiance

Adults

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Graphical Models