-
1
-
-
0031176507
-
Scale-sensitive Dimensions, Uniform Convergence, and Learnability
-
N. Alon, S. Ben-David, N. Cesa-Bianchi and D. Haussler, "Scale-sensitive Dimensions, Uniform Convergence, and Learnability," Journal of the ACM 44(4), 615-631, (1997).
-
(1997)
Journal of the ACM
, vol.44
, Issue.4
, pp. 615-631
-
-
Alon, N.1
Ben-David, S.2
Cesa-Bianchi, N.3
Haussler, D.4
-
2
-
-
0032028728
-
The Sample Complexity of Pattern Classification with Neural Networks: The Size of the Weights is More Important than the Size of the Network
-
Peter L. Bartlett, "The Sample Complexity of Pattern Classification with Neural Networks: The Size of the Weights is More Important than the Size of the Network," IEEE Trans. Inf. Theory, 44(2), 525-536, (1998).
-
(1998)
IEEE Trans. Inf. Theory
, vol.44
, Issue.2
, pp. 525-536
-
-
Bartlett, P.L.1
-
3
-
-
34249753618
-
Support-Vector Networks
-
C. Cortes and V. Vapnik, "Support-Vector Networks," Machine Learning, 20, 273-297 (1995).
-
(1995)
Machine Learning
, vol.20
, pp. 273-297
-
-
Cortes, C.1
Vapnik, V.2
-
4
-
-
0025794545
-
Efficient Distribution-free Learning of Probabilistic Concepts
-
IEEE Computer Society Press, Los Alami-tos, CA
-
Michael J. Kearns and Robert E. Schapire, "Efficient Distribution-free Learning of Probabilistic Concepts," pages 382-391 in Proceedings of the 31st Symposium on the Foundations of Computer Science, IEEE Computer Society Press, Los Alami-tos, CA, 1990.
-
(1990)
Proceedings of the 31st Symposium on the Foundations of Computer Science
, pp. 382-391
-
-
Kearns, M.J.1
Schapire, R.E.2
-
6
-
-
0030381996
-
A Framework for Structural Risk Minimization
-
Association for Computing Machinery, New York
-
John Shawe-Taylor, Peter Bartlett, Robert Williamson and Martin Anthony, "A Framework for Structural Risk Minimization," pages 68-76 in Proceedings of the 9th Annual Conference on Computational Learning Theory, Association for Computing Machinery, New York, 1996.
-
(1996)
Proceedings of the 9th Annual Conference on Computational Learning Theory
, pp. 68-76
-
-
Shawe-Taylor, J.1
Bartlett, P.2
Williamson, R.3
Anthony, M.4
-
7
-
-
0032166068
-
Structural Risk Minimization over Data-Dependent Hierarchies
-
John Shawe-Taylor, Peter Bartlett, Robert Williamson and Martin Anthony, "Structural Risk Minimization over Data-Dependent Hierarchies," IEEE Transactions on Information Theory, 44(5), 1926-1940 (1998).
-
(1998)
IEEE Transactions on Information Theory
, vol.44
, Issue.5
, pp. 1926-1940
-
-
Shawe-Taylor, J.1
Bartlett, P.2
Williamson, R.3
Anthony, M.4
-
9
-
-
0001024505
-
On the Uniform Convergence of Relative Frequencies of Events to their Probabilities
-
Vladimir N. Vapnik and Aleksei Ja. Chervonenkis, "On the Uniform Convergence of Relative Frequencies of Events to their Probabilities," Theory of Probability and Applications, 16, 264-280 (1971).
-
(1971)
Theory of Probability and Applications
, vol.16
, pp. 264-280
-
-
Vapnik, V.N.1
Chervonenkis, A.J.2
-
10
-
-
84947752619
-
Entropy Numbers, Operators and Support Vector Kernels
-
See also "Generalization Performance of Regularization Networks and Support Vector Machines via Entropy Numbers of Compact Operators," IEEE Transactions on Information Theory, submitted to, July
-
Robert C. Williamson, Alex J. Smola and Bernhard Scholkopf, "Entropy Numbers, Operators and Support Vector Kernels," EuroCOLT'99 (these proceedings). See also "Generalization Performance of Regularization Networks and Support Vector Machines via Entropy Numbers of Compact Operators," http://spigot. anu. edu. au/-williams/papers/P100. ps submitted to IEEE Transactions on Information Theory, July 1998.
-
(1998)
EuroCOLT'99 (these proceedings)
-
-
Williamson, R.C.1
Smola, A.J.2
Scholkopf, B.3
|