Probabilistic Reasoning in Multiagent Systems

Name: Probabilistic Reasoning in Multiagent Systems
Brand: Cambridge University Press
SKU: 9780521813082
Price: 827.42 RON
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A Graphical Models Approach

Autor: Yang Xiang

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Editura: Cambridge University Press

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

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Autor

Yang Xiang

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2002

Pagini

308

EAN

9780521813082

ISBN

0521813085

Enbook ID

02044640

Editura

Cambridge University Press

Greutate

764

Dimensiuni

178 x 254 x 19

Descriere completă

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.

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Probabilistic Reasoning in Multiagent Systems

A Graphical Models Approach

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