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Information and Randomness: An Algorithmic Perspective (Texts in Theoretical Computer Science. An EATCS Series) by Cristian S. Calude
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Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability by Marcus Hutter
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Computers and Intractability: A Guide to the Theory of NP-Completeness (Series of Books in the Mathematical Sciences) by M. R. Garey
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Elements of Information Theory 2nd Edition (Wiley Series in Telecommunications and Signal Processing) by Thomas M. Cover
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Godel, Escher, Bach: An Eternal Golden Braid by Douglas R. Hofstadter
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