lec16 - • Ding-Xuan Zhou Capacity of Reproducing Kernel...

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Lecture 16: Alex Rakhlin Description We relate consistency or empirical risk minimization (ERM) with uniform convergence in probability over function classes. We prove generalization bounds for ERM in a bounded RKHS. Suggested Reading V. N. Vapnik. The Nature of Statistical Learning Theory. Springer, 1995. Cucker and Smale. On the mathematical foundations of learning. Bulletin of the American Mathematical Society, 2002.
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Unformatted text preview: • Ding-Xuan Zhou. Capacity of Reproducing Kernel Spaces in Learning Theory. to appear in IEEE Trans. on Info. Theory, 2003. • V. N. Vapnik and A. Ya. Chervonenkis. Necessary and Sufficient conditions for the uniform convergence of the means to their expectations. Probability Theory and Applications, 26, 532-553 1981....
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