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A Guided Tour of Artificial Intelligence Research - Volume II: AI Algorithms (Hardcover, 1st ed. 2020)
Loot Price: R3,768
Discovery Miles 37 680
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A Guided Tour of Artificial Intelligence Research - Volume II: AI Algorithms (Hardcover, 1st ed. 2020)
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Total price: R3,788
Discovery Miles: 37 880
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The purpose of this book is to provide an overview of AI research,
ranging from basic work to interfaces and applications, with as
much emphasis on results as on current issues. It is aimed at an
audience of master students and Ph.D. students, and can be of
interest as well for researchers and engineers who want to know
more about AI. The book is split into three volumes: - the first
volume brings together twenty-three chapters dealing with the
foundations of knowledge representation and the formalization of
reasoning and learning (Volume 1. Knowledge representation,
reasoning and learning) - the second volume offers a view of AI, in
fourteen chapters, from the side of the algorithms (Volume 2. AI
Algorithms) - the third volume, composed of sixteen chapters,
describes the main interfaces and applications of AI (Volume 3.
Interfaces and applications of AI). This second volume presents the
main families of algorithms developed or used in AI to learn, to
infer, to decide. Generic approaches to problem solving are
presented: ordered heuristic search, as well as metaheuristics are
considered. Algorithms for processing logic-based representations
of various types (first-order formulae, propositional formulae,
logic programs, etc.) and graphical models of various types
(standard constraint networks, valued ones, Bayes nets, Markov
random fields, etc.) are presented. The volume also focuses on
algorithms which have been developed to simulate specific
'intelligent" processes such as planning, playing, learning, and
extracting knowledge from data. Finally, an afterword draws a
parallel between algorithmic problems in operation research and in
AI.
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