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Probabilistic Reasoning in Multiagent Systems

Name: Probabilistic Reasoning in Multiagent Systems
Brand: Cambridge University Press
SKU: 02044640
Price: 160.49 EUR
Availability: InStock
Author: Yang Xiang
ISBN: 9780521813082

A Graphical Models Approach

Yang Xiang

Lingua

Inglese

Libro Rigido

Codice Libristo: 02044640

Casa editrice Cambridge University Press, agosto 2002

This 2002 book investigates the opportunities in building intelligent decision support systems offer... Descrizione completa

Codice Libristo: 02044640

393 b

160.49 €

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This 2002 book investigates the opportunities in building intelligent decision support systems offered by multi-agent distributed probabilistic reasoning. Probabilistic reasoning with graphical models, also known as Bayesian networks or belief networks, has become increasingly an active field of research and practice in artificial intelligence, operations research and statistics. The success of this technique in modeling intelligent decision support systems under the centralized and single-agent paradigm has been striking. Yang Xiang extends graphical dependence models to the distributed and multi-agent paradigm. He identifies the major technical challenges involved in such an endeavor and presents the results. The framework developed in the book allows distributed representation of uncertain knowledge on a large and complex environment embedded in multiple cooperative agents, and effective, exact and distributed probabilistic inference.