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Universal Artificial Intelligence

Universal Artificial Intelligence

This book presents sequential decision theory from a novel algorithmic information theory perspective. While the former is suited for active agents in known environments, the latter is suited for passive prediction in unknown environments.

The book introduces these two well-known but very different ideas and removes the limitations by unifying them to one parameter-free theory of an optimal reinforcement learning agent embedded in an arbitrary unknown environment. Most if not all AI problems can easily be formulated within this theory, which reduces the conceptual problems to pure computational ones. Considered problem classes include sequence prediction, strategic games, function minimization, reinforcement and supervised learning. The discussion includes formal definitions of intelligence order relations, the horizon problem and relations to other approaches to AI.

One intention of this book is to excite a broader AI audience about abstract algorithmic information theory concepts, and conversely to inform theorists about exciting applications to AI.

Category : Books
Year : 2005
Submitted : 6th, August 2008
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  • Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability (Texts in Theoretical Computer Science. An EATCS Series)
  • Paperback
  • ISBN : 3642060528
  • Publisher : Springer
  • Publication Date : 2010-01-14
  • Lowest New Price : $83.25
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  • Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability
  • Hardcover
  • ISBN : 3540221395
  • Publisher : Springer
  • Publication Date : 2004-11-29
  • Lowest New Price : $69.53
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  • Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability by Marcus Hutter (2004-10-12)
  • Hardcover
  • Publisher : Springer
  • Publication Date : 1644
  • Lowest New Price : $196.76
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  • Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability by Marcus Hutter (2004-11-29)
  • Hardcover
  • Publisher : Springer
  • Publication Date : 1866
  • Lowest New Price : $229.82
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  • Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability (Texts in Theoretical Computer Science. An EATCS Series) Softcover reprint of edition by Hutter, Marcus (2010) Paperback
  • Paperback
  • Publisher : Springer
  • Publication Date : 1600
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  • Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability 2005 edition by Hutter, Marcus (2004) Hardcover
  • Hardcover
  • Publisher : Springer
  • Publication Date : 1600
  • Lowest New Price : $117.81
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  • [(Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability )] [Author: Marcus Hutter] [Nov-2010]
  • Paperback
  • Publisher : Springer-Verlag Berlin and Heidelberg GmbH & Co. K
  • Publication Date : 2010-11-06
  • Lowest New Price : $161.89
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  • [(Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability )] [Author: Marcus Hutter] [Dec-2004]
  • Hardcover
  • Publisher : Springer-Verlag Berlin and Heidelberg GmbH & Co. K
  • Publication Date : 2004-12-30
  • Lowest New Price : $156.25
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  • Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability by Hutter, Marcus (2004) Hardcover
  • Hardcover
  • Publisher : Springer
  • Lowest New Price : $109.86
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  • How To Design A Universal Artificial Intelligence
  • Paperback
  • Publisher : BFP Publications Inc.
  • Publication Date : 2004
  • Lowest Used Price : $15.00

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