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Abstract: We derive new bounds for the generalization error of feature space machines, such as support vector machines and related regularization networks by obtaining new bounds on their covering numbers. (Update)
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BibTeX entry: (Update)
R. Williamson, A. Smola, and B. Sch olkopf, "Entropy numbers, operators, and support vector kernels," in Advances in Kernel Methods ---Support Vector Learning, B. Sch olkopf, C. Burges, and A. Smola, Eds. Cambridge, MA: MIT Press, 1999, pp. 127--144. http://citeseer.ist.psu.edu/williamson99entropy.html More
@article{ williamson99entropy,
author = "Robert C. Williamson and Alex J. Smola and Bernhard Sch{\"o}lkopf",
title = "Entropy Numbers, Operators and Support Vector Kernels",
journal = "Lecture Notes in Computer Science",
volume = "1572",
pages = "285--300",
year = "1999",
url = "citeseer.ist.psu.edu/williamson99entropy.html" }
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