A Guided Tour of Artificial Intelligence Research Volume II: Algorithmes d'IA

  • en
  • Couverture rigide
  • 9783030061661
  • 09 mai 2020
  • 523 pages
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Résumé

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.

Spécifications produit

Contenu

Langue
en
Version
Couverture rigide
Date de sortie initiale
09 mai 2020
Nombre de pages
523
Illustrations
Non

Personnes impliquées

Rédacteur en chef
Pierre Marquis
Deuxième rédacteur
Odile Papini
Coéditeur
Henri Prade
Editeur principal
Springer Nature Switzerland AG

Autres spécifications

Hauteur de l'emballage
90 mm
Largeur d'emballage
155 mm
Largeur du produit
155 mm
Livre d‘étude
Oui
Longueur d'emballage
235 mm
Longueur du produit
235 mm
Poids de l'emballage
1212 g
Police de caractères extra large
Non
Édition
1

EAN

EAN
9783030061661

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