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statistical learning theory

82 papers

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Co-occurring keywords

statistical learning (350) support vector machine (976) generalization bound (649) empirical risk minimization (348) learning theory (518) kernel methods (1096) generalization error (285) rademacher complexity (108) learning rate (192) reproducing kernel hilbert space (334)

Papers

Learning from Multiple Sources NIPS 2006
Tighter PAC-Bayes Bounds NIPS 2006
Consistency of Multiclass Empirical Risk Minimization Methods Based on Convex Loss JMLR 2006
An Oracle Inequality for Clipped Regularized Risk Minimizers NIPS 2006
A Compression Approach to Support Vector Model Selection JMLR 2004
Machine Learning with Data Dependent Hypothesis Classes JMLR 2002
On the Influence of the Kernel on the Consistency of Support Vector Machines JMLR 2001