Name: universal artificial intelligence
SKU: 3349643
Price: 90.78 EUR
Availability: InStock
Author: hutter

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portada universal artificial intelligence

Type

Physical Book

Publisher

Springer

Author

hutter

Language

English

Pages

280

ISBN

3540221395

ISBN13

9783540221395

Synopsis "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 different ideas and removes the limitations by unifying them to one parameter-free theory of an optimal reinforcement learning agent embedded in an unknown environment. most ai problems can easily be formulated within this theory, reducing 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. 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.