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hypothesis class

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vc dimension (8) sample complexity (8) empirical risk minimization (6) multi-class classification (5) generalization bound (4) regret bound (4) pac learning (4) online learning (4) learning theory (4) improper learning (3)

Papers

Rationality, Optimism and Guarantees in General Reinforcement Learning JMLR 2015 Smooth Interactive Submodular Set Cover NeurIPS 2015 Beyond Disagreement-Based Agnostic Active Learning NeurIPS 2014 Optimal learners for multiclass problems COLT 2014 Multi-Instance Learning with Any Hypothesis Class JMLR 2012 Pointwise Tracking the Optimal Regression Function NeurIPS 2012 Multiclass Learnability and the ERM principle COLT 2011 Computable Shell Decomposition Bounds JMLR 2004 Machine Learning with Data Dependent Hypothesis Classes JMLR 2002