-
1
-
-
0000492326
-
Learning from noisy examples
-
ANGLUIN, D., AND LAIRD, P. 1988. Learning from noisy examples. Mach. Learn. 2, 4, 343-370.
-
(1988)
Mach. Learn.
, vol.2
, Issue.4
, pp. 343-370
-
-
Angluin, D.1
Laird, P.2
-
2
-
-
0027873988
-
General bounds on statistical query learning and PAC learning with noise via hypothesis boosting
-
IEEE Computer Society Press, Los Alamitos, Calif.
-
ASLAM, J. A., AND DECATUR, S. E. 1993. General bounds on statistical query learning and PAC learning with noise via hypothesis boosting. In Proceedings of the 34th Annual Symposium on Foundations of Computer Science. IEEE Computer Society Press, Los Alamitos, Calif. pp. 282-291.
-
(1993)
Proceedings of the 34th Annual Symposium on Foundations of Computer Science
, pp. 282-291
-
-
Aslam, J.A.1
Decatur, S.E.2
-
3
-
-
0346963421
-
Specification and simulation of statistical query algorithms for efficiency and noise tolerance
-
Santa Cruz, Calif., July 5-8. ACM, New York
-
ASLAM, J. A., AND DECATUR, S. E. 1995. Specification and simulation of statistical query algorithms for efficiency and noise tolerance. In Proceedings of the 8th Annual Conference on Computational Learning Theory (Santa Cruz, Calif., July 5-8). ACM, New York, pp. 437-446.
-
(1995)
Proceedings of the 8th Annual Conference on Computational Learning Theory
, pp. 437-446
-
-
Aslam, J.A.1
Decatur, S.E.2
-
4
-
-
0003862690
-
The transition to perfect generalization in perceptrons
-
BAUM, E. B., AND LYUU, Y.-D. 1991. The transition to perfect generalization in perceptrons. Neural Comput. 3, 386-401.
-
(1991)
Neural Comput.
, vol.3
, pp. 386-401
-
-
Baum, E.B.1
Lyuu, Y.-D.2
-
5
-
-
0030387103
-
A polynomial-time algorithm for learning noisy linear threshold functions
-
IEEE Computer Society Press, Los Alamitos, Calif.
-
BLUM, A., FRIEZE, A., KANNAN, R., AND VEMPALA, S. 1996. A polynomial-time algorithm for learning noisy linear threshold functions. In Proceedings of the 37th Annual Symposium on Foundations of Computer Science. IEEE Computer Society Press, Los Alamitos, Calif. pp. 330-338.
-
(1996)
Proceedings of the 37th Annual Symposium on Foundations of Computer Science
, pp. 330-338
-
-
Blum, A.1
Frieze, A.2
Kannan, R.3
Vempala, S.4
-
6
-
-
0028062299
-
Weakly learning DNF and characterizing statistical query learning using Fourier analysis
-
Montreal, Que., Canada, May 23-25. ACM, New York
-
BLUM, A., FURST, M., JACKSON, J., KEARNS, M., MANSOUR, Y., AND RUDICH, S. 1994. Weakly learning DNF and characterizing statistical query learning using Fourier analysis. In Proceedings of the 26th Annual ACM Symposium on the Theory of Computing (Montreal, Que., Canada, May 23-25). ACM, New York, pp. 253-262.
-
(1994)
Proceedings of the 26th Annual ACM Symposium on the Theory of Computing
, pp. 253-262
-
-
Blum, A.1
Furst, M.2
Jackson, J.3
Kearns, M.4
Mansour, Y.5
Rudich, S.6
-
7
-
-
0024750852
-
Learnability and Vapnik-Chervonenkis dimension
-
Oct.
-
BLUMER, A., EHRENFEUCHT, A., HAUSSLER, D., AND WARMUTH, M. K. 1989. Learnability and Vapnik-Chervonenkis dimension. J. ACM 36, 4 (Oct.), 929-965.
-
(1989)
J. ACM
, vol.36
, Issue.4
, pp. 929-965
-
-
Blumer, A.1
Ehrenfeucht, A.2
Haussler, D.3
Warmuth, M.K.4
-
8
-
-
0031331853
-
Learning noisy perceptrons by a perceptron in polynomial time
-
IEEE Computer Society Press, Los Alamitos, Calif.
-
COHEN, E. 1997. Learning noisy perceptrons by a perceptron in polynomial time. In Proceedings of the 38th Annual Symposium on Foundations of Computer Science. IEEE Computer Society Press, Los Alamitos, Calif.
-
(1997)
Proceedings of the 38th Annual Symposium on Foundations of Computer Science
-
-
Cohen, E.1
-
9
-
-
84918685348
-
A general lower bound on the number of examples needed for learning
-
Cambridge, Mass., Aug.. Morgan-Kaufmann, San Mateo, Calif.
-
EHRENFEUCHT, A., HAUSSLER, D., KEARNS, M., AND VALIANT, L. 1988. A general lower bound on the number of examples needed for learning. In Proceedings of the 1st Workshop on Computational Learning Theory (Cambridge, Mass., Aug.). Morgan-Kaufmann, San Mateo, Calif., pp. 139-154.
-
(1988)
Proceedings of the 1st Workshop on Computational Learning Theory
, pp. 139-154
-
-
Ehrenfeucht, A.1
Haussler, D.2
Kearns, M.3
Valiant, L.4
-
10
-
-
0026820701
-
On learning ring-sum expansions
-
FISHER, P., AND SIMON, H. U. 1992. On learning ring-sum expansions. SIAM J. Comput. 21, 1, 181-192.
-
(1992)
SIAM J. Comput.
, vol.21
, Issue.1
, pp. 181-192
-
-
Fisher, P.1
Simon, H.U.2
-
12
-
-
0000534344
-
Three unfinished works on the optimal storage capacity of networks
-
GARDNER, E., AND DERRIDA, B. 1989. Three unfinished works on the optimal storage capacity of networks. J. Phys. A: Math. Gen. 22, 1983-1994.
-
(1989)
J. Phys. A: Math. Gen.
, vol.22
, pp. 1983-1994
-
-
Gardner, E.1
Derrida, B.2
-
13
-
-
0002276644
-
Learning monotone k DNF formulas on product distributions
-
Aug.. Morgan-Kaufmann, San Mateo, Calif.
-
HANCOCK, T., AND MANSOUR, Y. 1991. Learning monotone k DNF formulas on product distributions. In Proceedings of the 4th Annual Workshop on Computational Learning Theory (Aug.). Morgan-Kaufmann, San Mateo, Calif. pp. 179-183.
-
(1991)
Proceedings of the 4th Annual Workshop on Computational Learning Theory
, pp. 179-183
-
-
Hancock, T.1
Mansour, Y.2
-
14
-
-
0024082469
-
Quantifying inductive bias: AI learning algorithms and Valiant's learning framework
-
HAUSSLER, D. 1988. Quantifying inductive bias: AI learning algorithms and Valiant's learning framework. Artif. Int. 36, 177-221.
-
(1988)
Artif. Int.
, vol.36
, pp. 177-221
-
-
Haussler, D.1
-
15
-
-
0038722515
-
Learning integer lattices
-
HELMBOLD, D., SLOAN, R., AND WARMUTH, M. K. 1992. Learning integer lattices. SIAM J. Comput. 21, 2, 240-266.
-
(1992)
SIAM J. Comput.
, vol.21
, Issue.2
, pp. 240-266
-
-
Helmbold, D.1
Sloan, R.2
Warmuth, M.K.3
-
17
-
-
0027640858
-
Learning in the presence of malicious errors
-
KEARNS, M., AND LI, M. 1993. Learning in the presence of malicious errors. SIAM J. Comput. 22, 4, 807-837.
-
(1993)
SIAM J. Comput.
, vol.22
, Issue.4
, pp. 807-837
-
-
Kearns, M.1
Li, M.2
-
18
-
-
0023545078
-
On the learnability of Boolean formulae
-
New York, N.Y., May 25-27. ACM, New York
-
KEARNS, M., LI, M., PITT, L., AND VALIANT, L. 1987. On the learnability of Boolean formulae. In Proceedings of the 19th Annual ACM Symposium on Theory of Computing (New York, N.Y., May 25-27). ACM, New York, pp. 285-295.
-
(1987)
Proceedings of the 19th Annual ACM Symposium on Theory of Computing
, pp. 285-295
-
-
Kearns, M.1
Li, M.2
Pitt, L.3
Valiant, L.4
-
20
-
-
0028460231
-
Efficient distribution-free learning of probabilistic concepts
-
KEARNS, M. J., AND SCHAPIRE, R. E. 1994. Efficient distribution-free learning of probabilistic concepts. J. Comput. Syst. Sci. 48, 3, 464-497.
-
(1994)
J. Comput. Syst. Sci.
, vol.48
, Issue.3
, pp. 464-497
-
-
Kearns, M.J.1
Schapire, R.E.2
-
22
-
-
0003460706
-
-
Kluwer International Series in Engineering and Computer Science. Kluwer Academic Publishers, Boston, Mass.
-
LAIRD, P. D. 1988. Learning from Good and Bad Data. Kluwer International Series in Engineering and Computer Science. Kluwer Academic Publishers, Boston, Mass.
-
(1988)
Learning from Good and Bad Data
-
-
Laird, P.D.1
-
23
-
-
0024771052
-
Constant depth circuits, Fourier transform, and learnability
-
IEEE Computer Society Press, Los Alamitos, Calif.
-
LINIAL, N., MANSOUR, Y., AND NISAN, N. 1989. Constant depth circuits, Fourier transform, and learnability. In Proceedings of the 30th Annual Symposium on Foundations of Computer Science. IEEE Computer Society Press, Los Alamitos, Calif., pp. 574-579.
-
(1989)
Proceedings of the 30th Annual Symposium on Foundations of Computer Science
, pp. 574-579
-
-
Linial, N.1
Mansour, Y.2
Nisan, N.3
-
25
-
-
0024092215
-
Computational limitations on learning from examples
-
Oct.
-
PITT, L., AND VALIANT, L. G. 1988. Computational limitations on learning from examples. J. ACM 35, 4 (Oct.), 965-984.
-
(1988)
J. ACM
, vol.35
, Issue.4
, pp. 965-984
-
-
Pitt, L.1
Valiant, L.G.2
-
26
-
-
1442267080
-
Learning decision lists
-
RIVEST, R. L. 1987. Learning decision lists. Mach. Learn. 2, 3, 229-246.
-
(1987)
Mach. Learn.
, vol.2
, Issue.3
, pp. 229-246
-
-
Rivest, R.L.1
-
27
-
-
0346776750
-
-
Ph.D. dissertation. Tokyo Institute of Technology. Res. Rep. IIAD-RR-91-22E. International Institute for Advanced Study of Social Information Science, Fujitsu Laboratories, Ltd., Tokyo, Japan
-
SAKAKIBARA, Y. 1991. Algorithmic learning of formal languages and decision trees. Ph.D. dissertation. Tokyo Institute of Technology. Res. Rep. IIAD-RR-91-22E. International Institute for Advanced Study of Social Information Science, Fujitsu Laboratories, Ltd., Tokyo, Japan.
-
(1991)
Algorithmic Learning of Formal Languages and Decision Trees
-
-
Sakakibara, Y.1
-
28
-
-
0025448521
-
Learning probabilistic read-once formulas on product distributions
-
SCHAPIRE, R. E. 1990. Learning probabilistic read-once formulas on product distributions. Mach. Learn. 5, 2, 197-227.
-
(1990)
Mach. Learn.
, vol.5
, Issue.2
, pp. 197-227
-
-
Schapire, R.E.1
-
30
-
-
0000755030
-
Statistical mechanics of learning from examples
-
Apr.
-
SEUNG, H. S., SOMPOLINSKY, H., AND TISHBY, N. 1992. Statistical mechanics of learning from examples. Phys. Rev. A 45, 8 (Apr.), 6056-6091.
-
(1992)
Phys. Rev. A
, vol.45
, Issue.8
, pp. 6056-6091
-
-
Seung, H.S.1
Sompolinsky, H.2
Tishby, N.3
-
32
-
-
0021518106
-
A theory of the learnable
-
Nov.
-
VALIANT, L. G. 1984. A theory of the learnable. Commun. ACM 27, 11 (Nov.), 1134-1142.
-
(1984)
Commun. ACM
, vol.27
, Issue.11
, pp. 1134-1142
-
-
Valiant, L.G.1
-
34
-
-
0001024505
-
On the uniform convergence of relative frequencies of events to their probabilities
-
VAPNIK, V. N., AND CHERVONENKIS, A. YA. 1971. On the uniform convergence of relative frequencies of events to their probabilities. Theory Prob. Appl. XVI, 2, 264-280.
-
(1971)
Theory Prob. Appl.
, vol.16
, Issue.2
, pp. 264-280
-
-
Vapnik, V.N.1
Chervonenkis, A.Ya.2
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