Format:
1 Online-Ressource (xiv, 175 pages)
,
illustrations.
ISBN:
9781627058421
Series Statement:
Synthesis lectures on artificial intelligence and machine learning # 32
Content:
An intelligent agent interacting with the real world will encounter individual people, courses, test results, drugs prescriptions, chairs, boxes, etc., and needs to reason about properties of these individuals and relations among them as well as cope with uncertainty. Uncertainty has been studied in probability theory and graphical models, and relations have been studied in logic, in particular in the predicate calculus and its extensions. This book examines the foundations of combining logic and probability into what are called relational probabilistic models. It introduces representations, inference, and learning techniques for probability, logic, and their combinations. The book focuses on two representations in detail: Markov logic networks, a relational extension of undirected graphical models and weighted first-order predicate calculus formula, and Problog, a probabilistic extension of logic programs that can also be viewed as a Turing-complete relational extension of Bayesian networks.
Note:
Part of: Synthesis digital library of engineering and computer science. - Includes bibliographical references (pages 139-167) and index. - Compendex. INSPEC. Google scholar. Google book search. - Title from PDF title page (viewed on April 14, 2016)
,
1. Motivation -- 1.1 Uncertainty in complex worlds -- 1.2 Challenges of understanding StarAI -- 1.3 The benefits of mastering StarAI -- 1.4 Applications of StarAI -- 1.5 Brief historical overview --
,
Mode of access: World Wide Web.
,
System requirements: Adobe Acrobat Reader.
Additional Edition:
ISBN 9781627058414
Additional Edition:
Erscheint auch als Druck-Ausgabe De Raedt, Luc, 1964 - Statistical relational artificial intelligence [San Rafael, California] : Morgan & Claypool Publishers, 2016 ISBN 9781627058414
Language:
English
Subjects:
Computer Science
Keywords:
Künstliche Intelligenz
;
Maschinelles Lernen
DOI:
10.2200/S00692ED1V01Y201601AIM032
Author information:
Kersting, Kristian 1973-
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