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Decision Theory = Probability + Utility Theory + + Universal Induction = Ockham + Bayes + Turing = = A Unified View of 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.
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Previews available in: English
Subjects
Algorithms, Artificial intelligence, Computer graphics, Probabilities, Sequential analysis, Data processing, Mathematical models, Decision making, Prediction theory, Intelligence artificielle, Analyse sequentielle, Computer science, Coding theory, Information theory, Artificial Intelligence (incl. Robotics), Coding and Information Theory, Theory of Computation, Mathematical Logic and Formal Languages, Probability and Statistics in Computer ScienceShowing 4 featured editions. View all 4 editions?
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Universal Artificial Intelligence: Sequential Decisions Based on Algorithmic Probability
2010, Springer Berlin / Heidelberg
in English
3642060528 9783642060526
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3
Universal artificial intelligence: sequential decisions based on algorithmic probability
2005, Springer
in English
3540221395 9783540221395
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4
Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability
November 29, 2004, Springer
Hardcover
in English
- 1 edition
3540221395 9783540221395
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