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A class of algorithms for distributed constraint optimization /

Addresses three major issues that arise in Distributed Constraint Optimization Problems (DCOP): efficient optimization algorithms, dynamic and open environments, and manipulations from self-interested users. This book introduces a series of DCOP algorithms, which are based on dynamic programming.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Petcu, Adrian
Autor Corporativo: IOS Press
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam : IOS Press, ©2009.
Colección:Frontiers in artificial intelligence and applications ; v. 194.
Frontiers in artificial intelligence and applications. Dissertations in artificial intelligence.
Temas:
Acceso en línea:Texto completo

MARC

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245 1 2 |a A class of algorithms for distributed constraint optimization /  |c Adrian Petcu. 
260 |a Amsterdam :  |b IOS Press,  |c ©2009. 
300 |a 1 online resource (xxiii, 274 pages) :  |b illustrations 
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490 1 |a Frontiers in artificial intelligence and applications.  |a Dissertations in artificial intelligence ;  |v v. 194 
504 |a Includes bibliographical references. 
505 0 |a Preliminaries and background -- Distributed constraint optimization problems -- Background -- The DPOP algorithm -- DPOP : a dynamic programming optimization protocol for DCOP -- H-DPOP : compacting UTIL messages with consistency techniques -- Tradeoffs -- Tradeoffs between memory/message size and number of messages -- Tradeoffs between memory/message size and solution quality -- PC-DPOP : tradeoffs between memory/message size and centralization -- Dynamics -- Dynamic problem solving with self stabilizing algorithms -- Solution stability in dynamically evolving optimization problems -- Self-interest -- Distributed VCG mechanisms for systems with self-interested users -- Budget balance. 
520 |a Addresses three major issues that arise in Distributed Constraint Optimization Problems (DCOP): efficient optimization algorithms, dynamic and open environments, and manipulations from self-interested users. This book introduces a series of DCOP algorithms, which are based on dynamic programming. 
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650 0 |a Constraint programming (Computer science) 
650 6 |a Programmation par contraintes. 
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830 0 |a Frontiers in artificial intelligence and applications ;  |v v. 194. 
830 0 |a Frontiers in artificial intelligence and applications.  |p Dissertations in artificial intelligence. 
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