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Titlebook: Introduction to Artificial Intelligence; Wolfgang Ertel Textbook Mar 20111st edition Springer-Verlag London Ltd., part of Springer Nature

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书目名称Introduction to Artificial Intelligence
编辑Wolfgang Ertel
视频video
概述An ideal, quick resource on A.I., excellent for self-study.Presents an application-focused and hands-on approach to learning the subject.Provides study exercises at the end of each chapter, in additio
丛书名称Undergraduate Topics in Computer Science
图书封面Titlebook: Introduction to Artificial Intelligence;  Wolfgang Ertel Textbook Mar 20111st edition Springer-Verlag London Ltd., part of Springer Nature
描述This concise and accessible textbook supports a foundation or module course on A.I., covering a broad selection of the subdisciplines within this field. The book presents concrete algorithms and applications in the areas of agents, logic, search, reasoning under uncertainty, machine learning, neural networks and reinforcement learning. Topics and features: presents an application-focused and hands-on approach to learning the subject; provides study exercises of varying degrees of difficulty at the end of each chapter, with solutions given at the end of the book; supports the text with highlighted examples, definitions, and theorems; includes chapters on predicate logic, PROLOG, heuristic search, probabilistic reasoning, machine learning and data mining, neural networks and reinforcement learning; contains an extensive bibliography for deeper reading on further topics; supplies additional teaching resources, including lecture slides and training data for learning algorithms, at an associated website.
出版日期Textbook Mar 20111st edition
关键词Artificial Intelligence
版次1
doihttps://doi.org/10.1007/978-0-85729-299-5
issn_series 1863-7310
copyrightSpringer-Verlag London Ltd., part of Springer Nature 2011
The information of publication is updating

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Propositional Logic,is “it is raining”. These two propositions can be connected to form the new proposition “if it is raining the street is wet”. Written more formally: “it is raining ⇒ the street is wet”. Introducing important concepts such as syntax, semantics, interpretation, model, correctness, completeness, calcul
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First-order Predicate Logic,for AI are Gödel’s theorems. The completeness theorem states that first-order predicate logic is complete. This means that every true statement that can be formulated in predicate logic is provable using the rules of a formal calculus. Using programmable computers, on this basis, automatic theorem p
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Logic Programming with PROLOG, logic and procedural programming provides the programmer with means for controlling and optimizing logical reasoning. Using the programming language PROLOG, we invite the reader to solve some simple relational problems and puzzles. As a particular highlight, we introduce constraint logic programmin
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Machine Learning and Data Mining,y intelligent agents, research into learning mechanisms and the development of machine learning algorithms is one of the most important branches of AI. After motivating and introducing basic concepts of machine learning like classification and approximation, this chapter presents basic supervised le
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