-
1
-
-
0001257554
-
Central limit theorems for empirical and u-proceses of stationary mixing sequences
-
Arcones, M. A. & Yu, B. (1994). Central limit theorems for empirical and u-proceses of stationary mixing sequences. J. Theoretical Prob., 7(1), 47-71.
-
(1994)
J. Theoretical Prob.
, vol.7
, Issue.1
, pp. 47-71
-
-
Arcones, M.A.1
Yu, B.2
-
2
-
-
0027599793
-
Universal approximation bound for superpositions of a sigmoidal function
-
Barron, A.R. (1993). Universal approximation bound for superpositions of a sigmoidal function. IEEE Trans. Inf. Th., 39, 930-945.
-
(1993)
IEEE Trans. Inf. Th.
, vol.39
, pp. 930-945
-
-
Barron, A.R.1
-
3
-
-
0001325515
-
Approximation and Estimation Bounds for Artificial Neural Networks
-
Barron, A. (1994). Approximation and Estimation Bounds for Artificial Neural Networks. Machine Learning, 4, 115-133.
-
(1994)
Machine Learning
, vol.4
, pp. 115-133
-
-
Barron, A.1
-
4
-
-
0033459856
-
Risk Bounds for Model Selection via Penalization
-
Barron, A., Birgé, L., & Massart, P. (1999). Risk Bounds for Model Selection via Penalization. Th. and Related Fields, 113(3), 301-413.
-
(1999)
Th. and Related Fields
, vol.113
, Issue.3
, pp. 301-413
-
-
Barron, A.1
Birgé, L.2
Massart, P.3
-
5
-
-
0026190366
-
Minimum Complexity Density Estimation
-
Barron, A. & Cover, T. (1991). Minimum Complexity Density Estimation. IEEE Trans. Inf. Theory, 37(4), 1034-1054.
-
(1991)
IEEE Trans. Inf. Theory
, vol.37
, Issue.4
, pp. 1034-1054
-
-
Barron, A.1
Cover, T.2
-
6
-
-
0030165580
-
Fat-shattering and the learnability of real-valued functions
-
Bartlett, P.L., Long, P.M., & Williamson, R.C. (1996). Fat-shattering and the learnability of real-valued functions. Journal of Computer and System Sciences, 52(3), 434-452.
-
(1996)
Journal of Computer and System Sciences
, vol.52
, Issue.3
, pp. 434-452
-
-
Bartlett, P.L.1
Long, P.M.2
Williamson, R.C.3
-
7
-
-
0013037041
-
Almost linear vc dimension bounds for piecwise polynomial networks
-
Bartlett, P.L., Maiorov, V., & Meir, R. (1998). Almost linear vc dimension bounds for piecwise polynomial networks. Neural Computation, 10, 2159-2173.
-
(1998)
Neural Computation
, vol.10
, pp. 2159-2173
-
-
Bartlett, P.L.1
Maiorov, V.2
Meir, R.3
-
8
-
-
0038384383
-
On-line algorithms in machine learning
-
Technical Report, Carnegie Mellon University
-
Blum, A. (1996). On-line algorithms in machine learning. Technical Report, Carnegie Mellon University, Presented at Dagstuhl Workshop on On-Line Algorithms. http://www.cs.cmu.edu/People/avrim/Papers/survey.ps.gz.
-
(1996)
Dagstuhl Workshop on On-Line Algorithms
-
-
Blum, A.1
-
11
-
-
0001578564
-
Learning dynamical systems in a stationary environment
-
Campi, M.C. & Kumar, RR. (1998). Learning dynamical systems in a stationary environment. Systems and Control Letters, 34, 125-132.
-
(1998)
Systems and Control Letters
, vol.34
, pp. 125-132
-
-
Campi, M.C.1
Kumar, R.R.2
-
12
-
-
0004834602
-
On the Tchebycheff Inequality of Bernstein
-
Craig, C.C. (1993). On the Tchebycheff Inequality of Bernstein. Ann. Math. Statis., 4, 94-102.
-
(1993)
Ann. Math. Statis.
, vol.4
, pp. 94-102
-
-
Craig, C.C.1
-
16
-
-
0030241059
-
Hierarchical universal coding
-
Feder, M. & Merhav, N. (1996). Hierarchical universal coding. IEEE Trans. Inf. Th., 42(5), 1354-1364.
-
(1996)
IEEE Trans. Inf. Th.
, vol.42
, Issue.5
, pp. 1354-1364
-
-
Feder, M.1
Merhav, N.2
-
17
-
-
0001414599
-
Nonparameteric Maximum Likelihood Estimation by the Method of Sieves
-
Geman, S. & Hwang, C.R. (1982). Nonparameteric Maximum Likelihood Estimation by the Method of Sieves. Annals of Statistics, 10(2), 401-414.
-
(1982)
Annals of Statistics
, vol.10
, Issue.2
, pp. 401-414
-
-
Geman, S.1
Hwang, C.R.2
-
18
-
-
0029256399
-
Bounding the VC Dimension of Concept Classes Parameterized by Real Numbers
-
Goldberg, RW. & Jerrum, M.R. (1995). Bounding the VC Dimension of Concept Classes Parameterized by Real Numbers. Machine Learning, 18, 131-148.
-
(1995)
Machine Learning
, vol.18
, pp. 131-148
-
-
Goldberg, R.W.1
Jerrum, M.R.2
-
20
-
-
0004246497
-
-
New York: Springer Verlag
-
Györfi, L., Härdle, W., Sarda, P., & Vieu, P. (1989). Nonparametric curve estimation from time series. New York: Springer Verlag.
-
(1989)
Nonparametric Curve Estimation from Time Series
-
-
Györfi, L.1
Härdle, W.2
Sarda, P.3
Vieu, P.4
-
21
-
-
0002192516
-
Decision Theoretic Generalizations of the PAC Model for Neural Net and Other Learning Applications
-
Haussler, D. (1992). Decision Theoretic Generalizations of the PAC Model for Neural Net and Other Learning Applications. Information and Computation, 100, 78-150.
-
(1992)
Information and Computation
, vol.100
, pp. 78-150
-
-
Haussler, D.1
-
22
-
-
0000996139
-
Sphere Packing Numbers for Subsets of the Boolean n-Cube with Bounded Vapnik-Chervonenkis Dimesnion
-
Haussler, D. (1995). Sphere Packing Numbers for Subsets of the Boolean n-Cube with Bounded Vapnik-Chervonenkis Dimesnion. J. Combinatorial Theory, Series A, 69, 217-232.
-
(1995)
J. Combinatorial Theory, Series A
, vol.69
, pp. 217-232
-
-
Haussler, D.1
-
23
-
-
84947403595
-
Probability inequalities for sums of bounded random variables
-
Hoeffding, W. (1963). Probability inequalities for sums of bounded random variables. J. Amer. Statis. Assoc., 58, 13-30.
-
(1963)
J. Amer. Statis. Assoc.
, vol.58
, pp. 13-30
-
-
Hoeffding, W.1
-
24
-
-
0031077292
-
Polynomial Bounds for VC Dimension of Sigmoidal and General Pfaffian Neural Networks
-
Karpinksi, M. & Macintyre, A. (1997). Polynomial Bounds for VC Dimension of Sigmoidal and General Pfaffian Neural Networks. Journal of Computer and System Science, 54, 169-176.
-
(1997)
Journal of Computer and System Science
, vol.54
, pp. 169-176
-
-
Karpinksi, M.1
Macintyre, A.2
-
25
-
-
0001556720
-
Efficient Agnostic learning of neural networks with bounded fan-in
-
Lee, W.S., Bartlett, P.S., & Williamson, R.C. (1996). Efficient Agnostic learning of neural networks with bounded fan-in. IEEE Trans. Inf. Theory, 42(6), 2118-2132.
-
(1996)
IEEE Trans. Inf. Theory
, vol.42
, Issue.6
, pp. 2118-2132
-
-
Lee, W.S.1
Bartlett, P.S.2
Williamson, R.C.3
-
27
-
-
0029307575
-
Nonparametric Estimation via Empirical Risk Minimization
-
Lugosi, G. & Zeger, K. (1995). Nonparametric Estimation via Empirical Risk Minimization. IEEE Trans. Inf. Theory, 41(3), 677-687.
-
(1995)
IEEE Trans. Inf. Theory
, vol.41
, Issue.3
, pp. 677-687
-
-
Lugosi, G.1
Zeger, K.2
-
28
-
-
0029754587
-
Concept learning using complexity regularization
-
Lugosi, G. & Zeger, K. (1996). Concept learning using complexity regularization. IEEE Trans. Inf. Theory, 42(1), 48-54.
-
(1996)
IEEE Trans. Inf. Theory
, vol.42
, Issue.1
, pp. 48-54
-
-
Lugosi, G.1
Zeger, K.2
-
29
-
-
85046527943
-
On the near optimality of the stochastic approximation of smooth functions by neural network
-
in press
-
Maiorov, V.E. & Meir, R. (in press). On the near optimality of the stochastic approximation of smooth functions by neural network. Advances in Computational Mathematics.
-
Advances in Computational Mathematics
-
-
Maiorov, V.E.1
Meir, R.2
-
30
-
-
0000041417
-
Neural Networks for Optimal Approximation of Smooth and Analytic Functions
-
Mhaskar, H. (1996). Neural Networks for Optimal Approximation of Smooth and Analytic Functions. Neural Computation, 8(1), 164-177.
-
(1996)
Neural Computation
, vol.8
, Issue.1
, pp. 164-177
-
-
Mhaskar, H.1
-
31
-
-
0031647695
-
Memory Universal Prediction of Stationary Random Processes
-
Modha, D. & Masry, E. (1998). Memory Universal Prediction of Stationary Random Processes. IEEE Trans. Inf. Th., 44(1), 117-133.
-
(1998)
IEEE Trans. Inf. Th.
, vol.44
, Issue.1
, pp. 117-133
-
-
Modha, D.1
Masry, E.2
-
32
-
-
0000548970
-
Mixing Properties of ARMA Processes
-
Mokkadem, A. (1988). Mixing Properties of ARMA Processes. Stochastics Proc. Appl., 29, 309-315.
-
(1988)
Stochastics Proc. Appl.
, vol.29
, pp. 309-315
-
-
Mokkadem, A.1
-
35
-
-
0000439527
-
Optimal global rates of convergence for nonparametric estimators
-
Stone, C.J. (1982). Optimal global rates of convergence for nonparametric estimators. Annals of Statistics, 10, 1040-1053.
-
(1982)
Annals of Statistics
, vol.10
, pp. 1040-1053
-
-
Stone, C.J.1
-
36
-
-
0006531393
-
A new approach to least-squares estimation, with applications
-
van de Geer, S. (1987). A new approach to least-squares estimation, with applications. The Annals of Statistics, 15(2), 587-602.
-
(1987)
The Annals of Statistics
, vol.15
, Issue.2
, pp. 587-602
-
-
Van De Geer, S.1
-
39
-
-
0001024505
-
On the uniform convergence of relative frequencies of events to their probabilities
-
Vapnik, V. & Chervonenkis, A. (1971). On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Applications, 16, 264-280.
-
(1971)
Theory of Probability and Its Applications
, vol.16
, pp. 264-280
-
-
Vapnik, V.1
Chervonenkis, A.2
-
41
-
-
0004426544
-
Some results on sieve estimation with dependent observations
-
J. Powell, WA. Barnett, & G. Tau Chen (Eds.), Cambridge University Press
-
White, H. (1991). Some results on sieve estimation with dependent observations. In J. Powell, WA. Barnett, & G. Tau Chen (Eds.), Nonparametric and semi-parametric methods in econometrics and statistics. Cambridge University Press.
-
(1991)
Nonparametric and Semi-parametric Methods in Econometrics and Statistics
-
-
White, H.1
-
42
-
-
0003161174
-
Rates of convergence for empirical processes of stationary mixing sequences
-
Yu, B. (1994). Rates of convergence for empirical processes of stationary mixing sequences. Annals of probability, 22, 94-116.
-
(1994)
Annals of Probability
, vol.22
, pp. 94-116
-
-
Yu, B.1
-
43
-
-
0001634204
-
On a Method of Investigating Periodicities in Disturbed Series with Special Reference to Wölfer's Sunspot Numbers
-
Yule, G.U. (1927). On a Method of Investigating Periodicities in Disturbed Series with Special Reference to Wölfer's Sunspot Numbers. Philos. Trans. Roy. Soc., A226, 267-298.
-
(1927)
Philos. Trans. Roy. Soc.
, vol.A226
, pp. 267-298
-
-
Yule, G.U.1
-
44
-
-
0032072087
-
Error bounds for functional approximation and estimation using mixtures of experts
-
Zeevi, A., Meir, R., & Maiorov, V. (1998). Error bounds for functional approximation and estimation using mixtures of experts. IEEE Trans. Information Theory, 44(3), 1010-1025.
-
(1998)
IEEE Trans. Information Theory
, vol.44
, Issue.3
, pp. 1010-1025
-
-
Zeevi, A.1
Meir, R.2
Maiorov, V.3
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