Graphical Models by Christian Borgelt
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Graphical Models
By Christian Borgelt

Graphical Models

Methods for Data Analysis and Mining

By (author) See other recent books by Christian Borgelt See other recent books by Rudolf Kruse
Format: Hardback

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Graphical Models by Christian Borgelt

Book Description

The concept of modelling using graph theory has its origin in several scientific areas, notably statistics, physics, genetics, and engineering. The use of graphical models in applied statistics has increased considerably over recent years and the theory has been greatly developed and extended. This book provides a self-contained introduction to the learning of graphical models from data, and is the first to include detailed coverage of possibilistic networks - a relatively new reasoning tool that allows the user to infer results from problems with imprecise data. One major advantage of graphical modelling is that specialised techniques that have been developed in one field can be transferred into others easily. The methods described here are applied in a number of industries, including a recent quality testing programme at a major car manufacturer. Provides a self-contained introduction to learning relational, probabilistic and possibilistic networks from data Each concept is carefully explained and illustrated by examples Contains all necessary background, including modeling under uncertainty, decomposition of distributions, and graphical representation of decompositions Features applications of learning graphical models from data, and problems for further research Includes a comprehensive bibliography An essential reference for graduate students of graphical modelling, applied statistics, computer science and engineering, as well as researchers and practitioners who use graphical models in their work.

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Book Details

ISBN: 9780470843376
ISBN-10: 0470843373
Format: Hardback
(232mm x 157mm x 26mm)
Pages: 368
Imprint: John Wiley & Sons Ltd
Publisher: John Wiley and Sons Ltd
Publish Date: 6-Feb-2002
Country of Publication: United Kingdom

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Books By Author Christian Borgelt

Graphical Models by Christian Borgelt Graphical Models, Hardback (August 2009)

Provides a self-contained introduction to learning relational, probabilistic and possibilistic networks from data All basic concepts carefully explained and illustrated by examples throughout Contains background material including graphical representation, including Markov and Bayesian Networks. Includes a comprehensive bibliography.

» View all books by Christian Borgelt

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