EAN: 9783030061661

Bilder-Quelle: discount24.de - Sport-Freizeit

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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20.05.2025 um 20:46 Uhr

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