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Sequential Decision-Making Problems - Representation and Solution

Language EnglishEnglish
Book Hardback
Book Sequential Decision-Making Problems - Representation and Solution Cédric Pralet
Libristo code: 01434026
Publishers ISTE Ltd and John Wiley & Sons Inc, November 2009
Numerous formalisms have been designed to model and solve decision-making problems. Some formalisms,... Full description
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Numerous formalisms have been designed to model and solve decision-making problems. Some formalisms, such as constraint networks, can express "simple" decision problems, while others take into account uncertainties (probabilities, possibilities...), unfeasible decisions, and utilities (additive or not).§In the first part of this book, we introduce a generic algebraic framework that encompasses and unifies a large number of such formalisms. This formalism, called the Plausibility-Feasibility-Utility (PFU) framework, is based on algebraic structures, graphical models, and sequences of quantifications. This work on knowledge representation is completed by a work on algorithms for answering queries formulated in the PFU framework. The algorithms defined are based on variable elimination or tree search, and work on a new generic architecture for local computations called multi-operator cluster DAGs.

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About the book

Full name Sequential Decision-Making Problems - Representation and Solution
Author Cédric Pralet, Thomas Schiex, Gérard Verfaillie
Language English
Binding Book - Hardback
Date of issue 2009
Number of pages 342
EAN 9781848211742
ISBN 1848211740
Libristo code 01434026
Publishers ISTE Ltd and John Wiley & Sons Inc
Weight 644
Dimensions 163 x 243 x 24

Categories

Economics, Finance, Business & Management > Business & Management > Management & management techniques
Economics, Finance, Business & Management > Business & Management > Operational research
Mathematics & Science > Mathematics > Probability & statistics
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