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Advances in Large Margin Classifiers (1999) [6 citations — 0 self]

Abstract:

Citations

5044 Statistical Learning Theory – Vapnik - 1998
1073 A.J.: Learning with Kernels – Schölkopf, Smola - 2002
679 On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Applications – Vapnik, Chervonenkis
564 Nonlinear component analysis as a kernel eigenvalue problem – Schölkopf, Smola, et al. - 1998
200 Structural risk minimization over data-dependent hierarchies – Shawe-Taylor, Bartlett, et al. - 1998
173 New support vector algorithms – Scholkopf, Smola, et al. - 2000
144 C: Mulit-class support vector machines – Weston, Watkins - 1998
130 Prediction with Gaussian Processes: From Linear Regression to Linear Prediction and Beyond,” Learning in graphical models – Williams - 1999
111 LOQO: an interior point code for quadratic programming – VANDERBEI - 1999
86 Comparing support vector machines with gaussian kernels to radial basis function classifiers – Scholkopf, Sung, et al. - 1996
84 Sharper bounds for Gaussian and empirical processes – Talagrand - 1994
58 On a kernel-based method for pattern recognition, regression, approximation and operator inversion – Smola, Scholkopf - 1998
56 Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators – Williamson, Smola, et al. - 1998
33 General bounds on the number of examples needed for learning probabilistic concepts – Simon - 1993
31 General cost functions for support vector regression – Smola, Scholkopf, et al. - 1998
22 Training methods for adaptive boosting of neural networks – Schwenk, Bengio - 1998
21 LOQO user's manual -- version 3.10 – Vanderbei - 1997
11 Entropy numbers, operators and support vector kernels – Williamson, Smola, et al. - 1998
5 English translation – Nauka - 1979
5 Convergence rates of certain approximate solutions to fredholm integral equations of the first kind – Wahba - 1973
1 Schuurmans: Advances in Large Margin Classifiers 1999/07/12 09:57 REFERENCES 53 Andranik Tangian and Josef Gruber. Constructing quadratic and polynomial objective functions – Smola, Scholkopf - 1995