-
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 Transactions on Information Theory, 44(2):525-536, 1998.
-
(1998)
IEEE Transactions on Information Theory
, vol.44
, Issue.2
, pp. 525-536
-
-
Bartlett, P.L.1
-
7
-
-
0041494283
-
Generalization in decision trees and DNF: Does size matter?
-
Mostefa Golea, Peter L. Bartlett, and Wee Sun Lee. Generalization in decision trees and DNF: Does size matter? In NIPS 10, pages 259-265, 1998.
-
(1998)
NIPS
, vol.10
, pp. 259-265
-
-
Golea, M.1
Bartlett, P.L.2
Wee Sun Lee3
-
8
-
-
0031122049
-
An experimental and theoretical comparison of model selection methods
-
Michael J. Kearns, Yishay Mansour, Andrew Y. Ng, and Dana Ron. An experimental and theoretical comparison of model selection methods. Machine Learning, 27:7-50, 1997.
-
(1997)
Machine Learning
, vol.27
, pp. 7-50
-
-
Kearns, M.J.1
Mansour, Y.2
Ng, A.Y.3
Ron, D.4
-
9
-
-
0035397715
-
Rademacher penalties and structural risk minimization
-
July
-
V. Koltchinskii. Rademacher penalties and structural risk minimization. IEEE Transactions on Information Theory, 47(5):1902-1914, July 2001.
-
(2001)
IEEE Transactions on Information Theory
, vol.47
, Issue.5
, pp. 1902-1914
-
-
Koltchinskii, V.1
-
10
-
-
0042996894
-
Empirical margin distributions and bounding the generalization error of combined classifiers
-
Department of Mathematics and Statistics, University of New Mexico
-
V. Koltchinskii and D. Panchenko. Empirical margin distributions and bounding the generalization error of combined classifiers. Technical report, Department of Mathematics and Statistics, University of New Mexico, 2000a.
-
(2000)
Technical Report
-
-
Koltchinskii, V.1
Panchenko, D.2
-
11
-
-
0001166808
-
Rademacher processes and bounding the risk of function learning
-
E. Gine, D. Mason, and J. Wellner, editors
-
V. I. Koltchinskii and D. Panchenko. Rademacher processes and bounding the risk of function learning. In E. Gine, D. Mason, and J. Wellner, editors, High Dimensional Probability II, pages 443-459. 2000b.
-
(2000)
High Dimensional Probability II
, pp. 443-459
-
-
Koltchinskii, V.I.1
Panchenko, D.2
-
14
-
-
0033870982
-
Improved generalization through explicit optimization of margins
-
Llew Mason, Peter L. Bartlett, and Jonathan Baxter. Improved generalization through explicit optimization of margins. Machine Learning, 38(3):243-255, 2000.
-
(2000)
Machine Learning
, vol.38
, Issue.3
, pp. 243-255
-
-
Mason, L.1
Bartlett, P.L.2
Baxter, J.3
-
15
-
-
0001035413
-
On the method of bounded differences
-
Cambridge University Press
-
G. McDiarmid. On the method of bounded differences. In Surveys in Combinatorics 1989, pages 148-188. Cambridge University Press, 1989.
-
(1989)
Surveys in Combinatorics 1989
, pp. 148-188
-
-
McDiarmid, G.1
-
16
-
-
0035376934
-
l-norm and its application to learning theory
-
Shahar Mendelson. l-norm and its application to learning theory. Positivity, 5:177-191, 2001.
-
(2001)
Positivity
, vol.5
, pp. 177-191
-
-
Mendelson, S.1
-
17
-
-
0036160893
-
Rademacher averages and phase transitions in Glivenko-Cantelli classes
-
Shahar Mendelson. Rademacher averages and phase transitions in Glivenko-Cantelli classes. IEEE Transactions on Information Theory, 48(1):251-263, 2002.
-
(2002)
IEEE Transactions on Information Theory
, vol.48
, Issue.1
, pp. 251-263
-
-
Mendelson, S.1
-
20
-
-
0032280519
-
Boosting the margin: A new explanation for the effectiveness of voting methods
-
October
-
Robert E. Schapire, Yoav Freund, Peter L. Bartlett, and Wee Sun Lee. Boosting the margin: a new explanation for the effectiveness of voting methods. Annals of Statistics, 26(5):1651-1686, October 1998.
-
(1998)
Annals of Statistics
, vol.26
, Issue.5
, pp. 1651-1686
-
-
Schapire, R.E.1
Freund, Y.2
Bartlett, P.L.3
Wee Sun Lee4
-
21
-
-
0032166068
-
Structural risk minimisation over data-dependent hierarchies
-
John Shawe-Taylor, Peter L. Bartlett, Robert C. Williamson, and Martin Anthony. Structural risk minimisation 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.L.2
Williamson, R.C.3
Anthony, M.4
-
23
-
-
0001024505
-
On the uniform convergence of relative frequencies of events to their probabilities
-
Vladimir N. Vapnik and A. Y. Chervonenkis. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Applications, 16(2):264-280, 1971
-
(1971)
Theory of Probability and its Applications
, vol.16
, Issue.2
, pp. 264-280
-
-
Vapnik, V.N.1
Chervonenkis, A.Y.2
|