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portada Sequential Decision-Making Problems: Representation and Solution
Sequential Decision-Making Problems: Representation and SolutionSequential Decision-Making Problems: Representation and SolutionSequential Decision-Making Problems: Representation and Solution
Type
Physical Book
Author
Publisher
Language
English
Pages
384
Format
Hardcover
Dimensions
23.4 x 15.7 x 2.5 cm
Weight
0.64 kg.
ISBN
9781848211742
ISBN13
9781848211742
Categories

Sequential Decision-Making Problems: Representation and Solution

Thomas Schiex (Author) · Cédric Pralet (Author) · Gérard Verfaillie (Author) · Wiley-Iste · Hardcover

Sequential Decision-Making Problems: Representation and Solution - Pralet, Cédric ; Schiex, Thomas ; Verfaillie, Gérard

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Synopsis "Sequential Decision-Making Problems: Representation and Solution"

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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