Closure properties of uniform convergence of empirical means and PAC learnability under a family of probability measures.

DOI10.1016/S0167-6911(00)00086-4zbMath1066.93068OpenAlexW2008269515MaRDI QIDQ5940777

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Publication date: 20 August 2001

Published in: Systems \& Control Letters (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/s0167-6911(00)00086-4

zbMATH Keywords

Closure propertiesPAC learningUniform convergence of empirical means

Mathematics Subject Classification ID

Stochastic learning and adaptive control (93E35)

Cites Work

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• Equivalence of models for polynomial learnability
• On the learnability of recursive data
• A theory of the learnable
• Necessary and Sufficient Conditions for the Uniform Convergence of Means to their Expectations
• Learning decision rules for pattern classification under a family of probability measures
• On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities

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