Bounds on Error Expectation for Support Vector Machines (1999)
by
Vladimir Vapnik
,
Olivier Chapelle
| Citations: | 49 - 4 self |
BibTeX
@MISC{Vapnik99boundson,
author = {Vladimir Vapnik and Olivier Chapelle},
title = {Bounds on Error Expectation for Support Vector Machines},
year = {1999}
}
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Abstract
We introduce the concept of span of support vectors (SV) and show that the generalization ability...
Citations
| 6694 | Statistical Learning Theory - Vapnik - 1998 |
| 933 | A training algorithm for optimal margin classifiers - Boser, Guyon, et al. - 1992 |
| 221 | Structural risk minimization over data-dependent hierarchies - Shawe-Taylor, Bartlett, et al. - 1940 |
| 105 | Generalization performance of support vector machines and other pattern classifiers - Bartlett, Shawe-Taylor, et al. - 1999 |
| 39 | On estimation of characters obtained in statistical procedure of recognition (in russian), volume 3. Techicheskaya Kibernetica - Lunz, Brailovsky - 1969 |
| 19 | Generalization bounds via eigenvalues of the gram matrix - Schölkopf, Shawe-Taylor, et al. - 1999 |
