-
1
-
-
0001011612
-
Learning from hints in neural networks
-
Abu-Mostafa Y. S. Learning from hints in neural networks. J. Complexity. 6:1990;192-198.
-
(1990)
J. Complexity
, vol.6
, pp. 192-198
-
-
Abu-Mostafa, Y.S.1
-
2
-
-
0000918302
-
Hints and the VC dimension
-
Abu-Mostafa Y. S. Hints and the VC dimension. Neural Comput. 5:1993;278-288.
-
(1993)
Neural Comput.
, vol.5
, pp. 278-288
-
-
Abu-Mostafa, Y.S.1
-
3
-
-
0004393109
-
Machines that learn from hints
-
Abu-Mostafa Y. S. Machines that learn from hints. Sci. Am. 272:1995.
-
(1995)
Sci. Am.
, vol.272
-
-
Abu-Mostafa, Y.S.1
-
4
-
-
0027802035
-
Scale-sensitive dimensions, uniform convergence, and learnability
-
301, IEEE Comput. Soc. Press, Los Alamitos, CA
-
N. Alon, S. Ben-David, N. Cesa-Bianchi, D. Haussler, 1993, Scale-sensitive dimensions, uniform convergence, and learnability, Proceedings, 34th Annual Symposium on Foundations of Computer Science, 292, 301, IEEE Comput. Soc. Press, Los Alamitos, CA.
-
(1993)
Proceedings, 34th Annual Symposium on Foundations of Computer Science
, pp. 292
-
-
Alon, N.1
Ben-David, S.2
Cesa-Bianchi, N.3
Haussler, D.4
-
5
-
-
84955592917
-
Fat-shattering and the learnability of real-valued functions
-
ACM, New York, NY
-
P. L. Bartlett, P. M. Long, R. C. Williamson, 1994, Fat-shattering and the learnability of real-valued functions, Proceedings of the 7th Annual Conference on Computational Learning Theory, 299, ACM, New York, NY.
-
(1994)
Proceedings of the 7th Annual Conference on Computational Learning Theory
, pp. 299
-
-
Bartlett, P.L.1
Long, P.M.2
Williamson, R.C.3
-
6
-
-
0000610863
-
Piecewise-polynomial approximations of functions of the classes
-
α. 2:1967;295-317.
-
(1967)
α
, vol.2
, pp. 295-317
-
-
Birman, M.S.1
Solomjak, M.Z.2
-
8
-
-
0030128623
-
Learning by canonical smooth estimation, Part I: Simultaneous estimation
-
Buescher K. L., Kumar P. R. Learning by canonical smooth estimation, Part I: Simultaneous estimation. IEEE Trans. Automat. Control. 41:1996;545-545.
-
(1996)
IEEE Trans. Automat. Control
, vol.41
, pp. 545-545
-
-
Buescher, K.L.1
Kumar, P.R.2
-
9
-
-
0030221433
-
Neural network exploitation using optimal experiment design
-
Cohn D. Neural network exploitation using optimal experiment design. Neural Networks. 9:1996;1071-1083.
-
(1996)
Neural Networks
, vol.9
, pp. 1071-1083
-
-
Cohn, D.1
-
10
-
-
0028424239
-
Improving generalization with active learning
-
Cohn D., Atlas L., Ladner R. Improving generalization with active learning. Mach. Learning. 15:1994;201-221.
-
(1994)
Mach. Learning
, vol.15
, pp. 201-221
-
-
Cohn, D.1
Atlas, L.2
Ladner, R.3
-
11
-
-
0001990386
-
Degree of nonlinear approximation
-
San Diego: Academic Press. p. 175-201
-
Devore R. A. Degree of nonlinear approximation. Approximation Theory VI. 1989;Academic Press, San Diego. p. 175-201.
-
(1989)
Approximation Theory VI
-
-
DeVore, R.A.1
-
17
-
-
0002192516
-
Decision theoretic generalizations of the PAC model for neural net and other learning applications
-
Haussler D. Decision theoretic generalizations of the PAC model for neural net and other learning applications. Inform. Comput. 100:1992;78-150.
-
(1992)
Inform. Comput.
, vol.100
, pp. 78-150
-
-
Haussler, D.1
-
18
-
-
84947403595
-
Probability inequalities for sums of bounded random variables
-
Hoeffding W. Probability inequalities for sums of bounded random variables. J. Amer. Statist. Assoc. 58:1963;13-30.
-
(1963)
J. Amer. Statist. Assoc.
, vol.58
, pp. 13-30
-
-
Hoeffding, W.1
-
21
-
-
0039560782
-
On best approximation by ridge functions
-
Maiorov V. E. On best approximation by ridge functions. J. Approx. Theory. 1996.
-
(1996)
J. Approx. Theory
-
-
Maiorov, V.E.1
-
22
-
-
0038967863
-
On the approximation of functional classes equipped with a uniform measure using ridge functions
-
Maiorov V. E., Meir R., Ratsaby J. On the approximation of functional classes equipped with a uniform measure using ridge functions. J. Approx. Theory. 1996.
-
(1996)
J. Approx. Theory
-
-
Maiorov, V.E.1
Meir, R.2
Ratsaby, J.3
-
24
-
-
0038967861
-
On the degree of approximation using manifolds of finite pseudo-dimension
-
Maiorov V., Ratsaby J. On the degree of approximation using manifolds of finite pseudo-dimension. J. Constr. Approx. 1997.
-
(1997)
J. Constr. Approx.
-
-
Maiorov, V.1
Ratsaby, J.2
-
26
-
-
0010964964
-
-
New York: Springer-Verlag
-
Pinkus A. n. 1985;Springer-Verlag, New York.
-
(1985)
N
-
-
Pinkus, A.1
-
27
-
-
0003983125
-
Convergence of Stochastic Processes
-
Berlin/New York: Springer-Verlag
-
Pollard D. Convergence of Stochastic Processes. Springer Series in Statistics. 1984;Springer-Verlag, Berlin/New York.
-
(1984)
Springer Series in Statistics
-
-
Pollard, D.1
-
30
-
-
0030383583
-
Towards robust model selection using estimation and approximation error bounds
-
57, ACM, New York, NY
-
J. Ratsaby, R. Meir, V. Maiorov, 1996, Towards robust model selection using estimation and approximation error bounds, Proc. 9th Annual Conference on Computational Learning Theory, 57, 57, ACM, New York, NY.
-
(1996)
Proc. 9th Annual Conference on Computational Learning Theory
, pp. 57
-
-
Ratsaby, J.1
Meir, R.2
Maiorov, V.3
-
32
-
-
84947134568
-
Learning from a mixture of labeled and unlabeled examples with parametric side information
-
412, Morgan Kaufmann, San Mateo, CA
-
J. Ratsaby, S. S. Venkatesh, 1995, Learning from a mixture of labeled and unlabeled examples with parametric side information, Proc. 8th Annual Conference on Computational Learning Theory, 412, 412, Morgan Kaufmann, San Mateo, CA.
-
(1995)
Proc. 8th Annual Conference on Computational Learning Theory
, pp. 412
-
-
Ratsaby, J.1
Venkatesh, S.S.2
-
36
-
-
0021518106
-
A theory of the learnable
-
Valiant L. G. A theory of the learnable. Comm. ACM. 27:1984;1134-1142.
-
(1984)
Comm. ACM
, vol.27
, pp. 1134-1142
-
-
Valiant, L.G.1
-
37
-
-
0001024505
-
On the uniform convergence of relative frequencies of events to their probabilities
-
Vapnik V. N., Chervonenkis A. Ya. On the uniform convergence of relative frequencies of events to their probabilities. Theoret. Probl. Appl. 16:1971;264-280.
-
(1971)
Theoret. Probl. Appl.
, vol.16
, pp. 264-280
-
-
Vapnik, V.N.1
Chervonenkis A., Ya.2
-
38
-
-
0001954668
-
Necessary and sufficient conditions for the uniform convergence of means to their expectations
-
Vapnik V. N., Chervonenkis A. Ya. Necessary and sufficient conditions for the uniform convergence of means to their expectations. Theoret. Probl. Appl. 26:1981;532-553.
-
(1981)
Theoret. Probl. Appl.
, vol.26
, pp. 532-553
-
-
Vapnik, V.N.1
Chervonenkis A., Ya.2
-
40
-
-
84968495010
-
Lower bounds for approximation by non-linear manifolds
-
Warren H. E. Lower bounds for approximation by non-linear manifolds. Trans. Amer. Math. Soc. 133:1968;167-178.
-
(1968)
Trans. Amer. Math. Soc.
, vol.133
, pp. 167-178
-
-
Warren, H.E.1
|