Kniha Probabilistic Reasoning in Multiagent Systems Yang Xiang

Probabilistic Reasoning in Multiagent Systems

A Graphical Models Approach

Autor: Yang Xiang
Jazyk: Angličtina
Vazba: Pevná
Dostupnost: Skladem u dodavatele
Odesíláme za 9-15 dnů
3 474
This 2002 book investigates the opportunities in building intelligent decision support systems offer...

Informace o knize

Autor
Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2002
Stránek
308
EAN
9780521813082
ISBN
0521813085
Enbook ID
02044640
Hmotnost
764
Rozměry
178 x 254 x 19

Kompletní popis

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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