Document Type
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BL
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Record Number
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1047262
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Doc. No
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b801632
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Main Entry
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Petcu, Adrian.
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Title & Author
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A class of algorithms for distributed constraint optimization /\ Adrian Petcu.
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Publication Statement
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Amsterdam :: IOS Press,, ©2009.
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Series Statement
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Frontiers in artificial intelligence and applications.Dissertations in artificial intelligence ;; v. 194
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Page. NO
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1 online resource (xxiii, 274 pages) :: illustrations
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ISBN
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1441616632
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: 1607504189
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: 9781441616630
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: 9781607504184
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9781586039899
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Bibliographies/Indexes
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Includes bibliographical references.
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Contents
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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.
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Abstract
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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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Subject
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Constraint programming (Computer science)
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Subject
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COMPUTERS-- Computer Literacy.
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Subject
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COMPUTERS-- Computer Science.
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Subject
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COMPUTERS-- Data Processing.
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Subject
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COMPUTERS-- Hardware-- General.
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Subject
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COMPUTERS-- Information Technology.
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Subject
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COMPUTERS-- Machine Theory.
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Subject
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COMPUTERS-- Reference.
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Subject
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Constraint programming (Computer science)
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Dewey Classification
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004
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LC Classification
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QA76.612.P48 2009eb
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Added Entry
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IOS Press.
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