Reliable agnostic learning

DOI10.1016/j.jcss.2011.12.026zbMath1244.68066OpenAlexW2069588275MaRDI QIDQ439993

Yishay Mansour, Varun Kanade, Adam Tauman Kalai

Publication date: 17 August 2012

Published in: Journal of Computer and System Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.jcss.2011.12.026

zbMATH Keywords

classificationPAC learningagnostic learning

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)

Related Items (2)

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Cites Work

• Unnamed Item
• Decision theoretic generalizations of the PAC model for neural net and other learning applications
• Toward efficient agnostic learning
• An efficient membership-query algorithm for learning DNF with respect to the uniform distribution
• On the use of ROC analysis for the optimization of abstaining classifiers
• A Neyman–Pearson Approach to Statistical Learning
• Agnostically Learning Halfspaces
• A theory of the learnable
• Learning Decision Trees Using the Fourier Spectrum
• IX. On the problem of the most efficient tests of statistical hypotheses

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