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Sharpening Occam's razor

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Publication:1007542
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DOI10.1016/S0020-0190(02)00427-1zbMath1173.68886MaRDI QIDQ1007542

Ming Li, Paul M. B. Vitányi, John Tromp

Publication date: 23 March 2009

Published in: Information Processing Letters (Search for Journal in Brave)


zbMATH Keywords

Kolmogorov complexityanalysis of algorithmsOccam's razor-style theoremspac-learning


Mathematics Subject Classification ID

Analysis of algorithms (68W40) General topics in artificial intelligence (68T01)


Related Items

The DNF exception problem ⋮ Implementation of Boolean functions with a bounded number of zeros by disjunctive normal forms



Cites Work

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  • Quantifying inductive bias: AI learning algorithms and Valiant's learning framework
  • Occam's razor
  • Predicting \(\{ 0,1\}\)-functions on randomly drawn points
  • A general lower bound on the number of examples needed for learning
  • On weak learning
  • DNA sequencing and string learning
  • Learnability and the Vapnik-Chervonenkis dimension
  • A theory of the learnable
  • Linear approximation of shortest superstrings
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