An Introduction to Universal Artificial Intelligence

An Introduction to Universal Artificial Intelligence
Author: Marcus Hutter
Publisher: CRC Press
Total Pages: 517
Release: 2024-05-28
Genre: Computers
ISBN: 1003821979


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An Introduction to Universal Artificial Intelligence provides the formal underpinning of what it means for an agent to act intelligently in an unknown environment. First presented in Universal Algorithmic Intelligence (Hutter, 2000), UAI offers a framework in which virtually all AI problems can be formulated, and a theory of how to solve them. UAI unifies ideas from sequential decision theory, Bayesian inference, and algorithmic information theory to construct AIXI, an optimal reinforcement learning agent that learns to act optimally in unknown environments. AIXI is the theoretical gold standard for intelligent behavior. The book covers both the theoretical and practical aspects of UAI. Bayesian updating can be done efficiently with context tree weighting, and planning can be approximated by sampling with Monte Carlo tree search. It provides algorithms for the reader to implement, and experimental results to compare against. These algorithms are used to approximate AIXI. The book ends with a philosophical discussion of Artificial General Intelligence: Can super-intelligent agents even be constructed? Is it inevitable that they will be constructed, and what are the potential consequences? This text is suitable for late undergraduate students. It provides an extensive chapter to fill in the required mathematics, probability, information, and computability theory background.


Universal Artificial Intelligence
Language: en
Pages: 294
Authors: Marcus Hutter
Categories: Computers
Type: BOOK - Published: 2005-12-29 - Publisher: Springer Science & Business Media

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Personal motivation. The dream of creating artificial devices that reach or outperform human inteUigence is an old one. It is also one of the dreams of my youth
An Introduction to Universal Artificial Intelligence
Language: en
Pages: 517
Authors: Marcus Hutter
Categories: Computers
Type: BOOK - Published: 2024-05-28 - Publisher: CRC Press

GET EBOOK

An Introduction to Universal Artificial Intelligence provides the formal underpinning of what it means for an agent to act intelligently in an unknown environme
Argumentation in Artificial Intelligence
Language: en
Pages: 496
Authors: Iyad Rahwan
Categories: Computers
Type: BOOK - Published: 2009-06-13 - Publisher: Springer Science & Business Media

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Argumentation is all around us. Letters to the Editor often make points of cons- tency, and “Why” is one of the most frequent questions in language, asking
Artificial Intelligence
Language: en
Pages: 481
Authors: Richard E. Neapolitan
Categories: Computers
Type: BOOK - Published: 2018-03-12 - Publisher: CRC Press

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The first edition of this popular textbook, Contemporary Artificial Intelligence, provided an accessible and student friendly introduction to AI. This fully rev
An Introduction to Communication and Artificial Intelligence
Language: en
Pages: 320
Authors: David J. Gunkel
Categories: Social Science
Type: BOOK - Published: 2020-01-07 - Publisher: Polity

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Communication and artificial intelligence (AI) are closely related. It is communication – particularly interpersonal conversational interaction – that provi