-
1
-
-
0042967689
-
Data-dependent margin-based generalization bounds for classification
-
A. Antos, B. Kégl, T. Linder, and G. Lugosi. Data-dependent margin-based generalization bounds for classification. Journal of Machine Learning Research, 3: 73-98, 2002.
-
(2002)
Journal of Machine Learning Research
, vol.3
, pp. 73-98
-
-
Antos, A.1
Kégl, B.2
Linder, T.3
Lugosi, G.4
-
4
-
-
0032645080
-
An empirical comparison of voting classification algorithms: Bagging, boosting and variants
-
E. Bauer and R. Kohavi. An empirical comparison of voting classification algorithms: Bagging, boosting and variants. Machine Learning, 36: 105-139, 1999.
-
(1999)
Machine Learning
, vol.36
, pp. 105-139
-
-
Bauer, E.1
Kohavi, R.2
-
6
-
-
0000275022
-
Prediction games and arcing algorithms
-
L. Breiman. Prediction games and arcing algorithms. Neural Computation, 11: 1493-1517, 1999.
-
(1999)
Neural Computation
, vol.11
, pp. 1493-1517
-
-
Breiman, L.1
-
7
-
-
0002457759
-
Bounds for the uniform deviation of empirical measures
-
L. Devroye. Bounds for the uniform deviation of empirical measures. Journal of Multivariate Analysis, 12: 72-79, 1982.
-
(1982)
Journal of Multivariate Analysis
, vol.12
, pp. 72-79
-
-
Devroye, L.1
-
8
-
-
0034250160
-
An experimental comparison of three methods for constructing ensembles of decision trees: Bagging, boosting and randomization
-
T. Dietterich. An experimental comparison of three methods for constructing ensembles of decision trees: Bagging, boosting and randomization. Machine Learning, 40: 139-157, 2000.
-
(2000)
Machine Learning
, vol.40
, pp. 139-157
-
-
Dietterich, T.1
-
10
-
-
0031211090
-
A decision-theoretic generalization of on-line learning and an application to boosting
-
Y. Freund and R. E. Schapire. A decision-theoretic generalization of on-line learning and an application to boosting. Journal of Computer and System Sciences, 55: 119-139, 1997.
-
(1997)
Journal of Computer and System Sciences
, vol.55
, pp. 119-139
-
-
Freund, Y.1
Schapire, R.E.2
-
12
-
-
84947403595
-
Probability inequalities for sum of bounded random variables
-
W. Hoeffding. Probability inequalities for sum of bounded random variables. Journal of American Statistical Society, 58: 13-30, 1963.
-
(1963)
Journal of American Statistical Society
, vol.58
, pp. 13-30
-
-
Hoeffding, W.1
-
13
-
-
0036104545
-
Empirical margin distributions and bounding the generalization error of combined classifiers
-
V. Koltchinskii and D. Panchanko. Empirical margin distributions and bounding the generalization error of combined classifiers. Annals of Statistics, 30: 1-50, 2002.
-
(2002)
Annals of Statistics
, vol.30
, pp. 1-50
-
-
Koltchinskii, V.1
Panchanko, D.2
-
14
-
-
26444607491
-
Complexities of convex combinations and bounding the generalization error in classification
-
V. Koltchinskii and D. Panchanko. Complexities of convex combinations and bounding the generalization error in classification. Annals of Statistics, 33: 1455-1496, 2005.
-
(2005)
Annals of Statistics
, vol.33
, pp. 1455-1496
-
-
Koltchinskii, V.1
Panchanko, D.2
-
15
-
-
21844462365
-
Tutorial on practical prediction theory for classification
-
J. Langford. Tutorial on practical prediction theory for classification. Journal of Machine Learning Research, 6: 273-306, 2005.
-
(2005)
Journal of Machine Learning Research
, vol.6
, pp. 273-306
-
-
Langford, J.1
-
21
-
-
0032280519
-
Boosting the margin: A new explanation for the effectiveness of voting methods
-
R. Schapire, Y. Freund, P. Bartlett, and W. Lee. Boosting the margin: A new explanation for the effectiveness of voting methods. Annals of Statistics, 26: 1651-1686, 1998.
-
(1998)
Annals of Statistics
, vol.26
, pp. 1651-1686
-
-
Schapire, R.1
Freund, Y.2
Bartlett, P.3
Lee, W.4
-
23
-
-
0001024505
-
Chervonenkis. On the uniform convergence of relative frequencies of events to their probabilities
-
V. N. Vapnik and A. YA. Chervonenkis. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and Its Applications, 16: 264-280, 1971.
-
(1971)
Theory of Probability and its Applications
, vol.16
, pp. 264-280
-
-
Vapnik, V.N.1
Ya, A.2
|