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Graphical Models - 9780470722107

Un libro in lingua di Christian Borgelt Matthias Steinbrecher Rudolf Kruse edito da John Wiley & Sons Inc, 2009

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Graphical models are often used in applied statistics and data mining. This work provides an introduction and overview of relational, probabilistic, and possibilistic networks used in data analysis and data mining, for researchers and practitioners who use graphical models in their work and for graduate students of applied statistics, computer science, and engineering. All of the necessary background is provided, with material on modeling under uncertainty and imprecision modeling, decomposition of distributions, graphical representation of distributions, applications relating to graphical models, and problems for further research. This second edition contains a new chapter on visualization, and new coverage of clique tree propagation and other evidence propagation methods. A companion web site includes exercises, teaching material, and open source software. Borgelt is affiliated with the European Center for Soft Computing, Spain. Annotation ©2009 Book News, Inc., Portland, OR (booknews.com)

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