-
1
-
-
0039226420
-
-
PhD thesis, Department of Computer Science, University of Illinois at Urbana-Champaign, Technical report UIUCDCS-R-93-1813, Urbana, IL, June
-
H. AIZENSTEIN, On the Learnability of Disjunctive Normal Form Formulas and Decision Trees. PhD thesis, Department of Computer Science, University of Illinois at Urbana-Champaign, Technical report UIUCDCS-R-93-1813, Urbana, IL, June 1993.
-
(1993)
On the Learnability of Disjunctive Normal Form Formulas and Decision Trees
-
-
Aizenstein, H.1
-
2
-
-
0032312992
-
On learning read-k-satisfy-j DNF
-
H. AIZENSTEIN, A. BLUM, R. KHARDON, E. KUSHILEVITZ, L. PITT, AND D. ROTH, On learning read-k-satisfy-j DNF. To appear, SIAM Journal on Computing. Preliminary version appears in Proceedings of the Seventh Annual ACM Conference on Computational Learning Theory, ACM Press, New York, July 1994, 110-117.
-
SIAM Journal on Computing
-
-
Aizenstein, H.1
Blum, A.2
Khardon, R.3
Kushilevitz, E.4
Pitt, L.5
Roth, D.6
-
3
-
-
84943226623
-
-
ACM Press, New York, July
-
H. AIZENSTEIN, A. BLUM, R. KHARDON, E. KUSHILEVITZ, L. PITT, AND D. ROTH, On learning read-k-satisfy-j DNF. To appear, SIAM Journal on Computing. Preliminary version appears in Proceedings of the Seventh Annual ACM Conference on Computational Learning Theory, ACM Press, New York, July 1994, 110-117.
-
(1994)
Proceedings of the Seventh Annual ACM Conference on Computational Learning Theory
, pp. 110-117
-
-
-
4
-
-
84887485075
-
Read-thrice DNF is hard to learn with membership and equivalence queries
-
IEEE Computer Society Press, Los Alamitos, CA
-
H. AIZENSTEIN, L. HELLERSTEIN, AND L. PITT, Read-thrice DNF is hard to learn with membership and equivalence queries. In Proceedings of the 33rd Annual IEEE Symposium on Foundations of Computer Science, IEEE Computer Society Press, Los Alamitos, CA, 1992, 523-532.
-
(1992)
Proceedings of the 33rd Annual IEEE Symposium on Foundations of Computer Science
, pp. 523-532
-
-
Aizenstein, H.1
Hellerstein, L.2
Pitt, L.3
-
5
-
-
0013450466
-
-
Technical Report YALE/DCS/RR-559, Department of Computer Science, Yale University, New Haven, CT, August
-
D. ANGLUIN, Learning k-term DNF formulas using queries and counterexamples. Technical Report YALE/DCS/RR-559, Department of Computer Science, Yale University, New Haven, CT, August 1987.
-
(1987)
Learning k-term DNF Formulas Using Queries and Counterexamples
-
-
Angluin, D.1
-
6
-
-
0023453626
-
Learning regular sets from queries and counterexamples
-
D. ANGLUIN, Learning regular sets from queries and counterexamples. Information and Computation 75:2 (1987), 87-106.
-
(1987)
Information and Computation
, vol.75
, Issue.2
, pp. 87-106
-
-
Angluin, D.1
-
7
-
-
0000710299
-
Queries and concept learning
-
D. ANGLUIN, Queries and concept learning. Machine Learning 2:4 (1988), 319-342.
-
(1988)
Machine Learning
, vol.2
, Issue.4
, pp. 319-342
-
-
Angluin, D.1
-
8
-
-
0025449393
-
Negative results for equivalence queries
-
Special Issue on Computational Learning Theory
-
D. ANGLUIN, Negative results for equivalence queries. Machine Learning 5:2 (1990), Special Issue on Computational Learning Theory, 121-150.
-
(1990)
Machine Learning
, vol.5
, Issue.2
, pp. 121-150
-
-
Angluin, D.1
-
10
-
-
0039818264
-
-
Technical Report YALEU/DCS/TR-1020, Department of Computer Science, Yale University, New Haven, CT, March
-
D. ANGLUIN, Exact learning of μ-DNF formulas with malicious membership queries. Technical Report YALEU/DCS/TR-1020, Department of Computer Science, Yale University, New Haven, CT, March 1994.
-
(1994)
Exact Learning of μ-DNF Formulas with Malicious Membership Queries
-
-
Angluin, D.1
-
11
-
-
0000452640
-
Learning conjunctions of Horn clauses
-
D. ANGLUIN, M. FRAZIER, AND L. PITT, Learning conjunctions of Horn clauses. Machine Learning 9:2/3 (1992), 147-164.
-
(1992)
Machine Learning
, vol.9
, Issue.2-3
, pp. 147-164
-
-
Angluin, D.1
Frazier, M.2
Pitt, L.3
-
12
-
-
0027341861
-
Learning read-once formulas with queries
-
D. ANGLUIN, L. HELLERSTEIN, AND M. KARPINSKI, Learning read-once formulas with queries. Journal of the ACM 40:1 (1993), 185-210.
-
(1993)
Journal of the ACM
, vol.40
, Issue.1
, pp. 185-210
-
-
Angluin, D.1
Hellerstein, L.2
Karpinski, M.3
-
13
-
-
0029293093
-
When won't membership queries help?
-
D. ANGLUIN AND M. KHARITONOV, When won't membership queries help? Journal of Computer and System Sciences 50 (1995). Preliminary version appears in Proceedings of the Twenty-third Annual ACM Symposium on the Theory of Computing, ACM Press, New York, May 1991, 444-454.
-
(1995)
Journal of Computer and System Sciences
, vol.50
-
-
Angluin, D.1
Kharitonov, M.2
-
14
-
-
34250691793
-
-
ACM Press, New York, May
-
D. ANGLUIN AND M. KHARITONOV, When won't membership queries help? Journal of Computer and System Sciences 50 (1995). Preliminary version appears in Proceedings of the Twenty-third Annual ACM Symposium on the Theory of Computing, ACM Press, New York, May 1991, 444-454.
-
(1991)
Proceedings of the Twenty-third Annual ACM Symposium on the Theory of Computing
, pp. 444-454
-
-
-
15
-
-
0028517062
-
Separating distribution-free and mistake-bound learning models over the Boolean domain
-
A. BLUM, Separating distribution-free and mistake-bound learning models over the Boolean domain. SIAM Journal on Computing 23:5 (1994), 990-1000.
-
(1994)
SIAM Journal on Computing
, vol.23
, Issue.5
, pp. 990-1000
-
-
Blum, A.1
-
16
-
-
0004271493
-
Training a 3-node neural net is NP-complete
-
Morgan Kaufmann, San Mateo, CA
-
A. BLUM AND R. L. RIVEST, Training a 3-node neural net is NP-Complete. In Advances in Neural Information Processing Systems I, Morgan Kaufmann, San Mateo, CA, 1989, 494-501.
-
(1989)
Advances in Neural Information Processing Systems I
, vol.1
, pp. 494-501
-
-
Blum, A.1
Rivest, R.L.2
-
17
-
-
0039248149
-
Learning functions of k terms
-
Morgan Kaufmann, San Mateo, CA
-
A. BLUM AND M. SINGH, Learning functions of k terms. In Proceedings of the Third Annual Workshop on Computational Learning Theory, Morgan Kaufmann, San Mateo, CA, 1990, 144-153.
-
(1990)
Proceedings of the Third Annual Workshop on Computational Learning Theory
, pp. 144-153
-
-
Blum, A.1
Singh, M.2
-
18
-
-
0024750852
-
-
A. BLUMER, A. EHRENFEUCHT, D. HAUSSLER, AND M. WARMUTH, Learnability and the Vapnik-Chervonenkis dimension. Journal of the ACM 36:4 (1989), 929-965.
-
(1989)
Journal of the ACM
, vol.36
, Issue.4
, pp. 929-965
-
-
Blumer, A.1
Ehrenfeucht, A.2
Haussler, D.3
Warmuth, M.4
Dimension, L.T.V.-C.5
-
19
-
-
0023646365
-
Occam's razor
-
A. BLUMER, A. EHRENFEUCHT, D. HAUSSLER, AND M. WARMUTH, Occam's razor. Information Processing Letters 24 (1987), 377-380.
-
(1987)
Information Processing Letters
, vol.24
, pp. 377-380
-
-
Blumer, A.1
Ehrenfeucht, A.2
Haussler, D.3
Warmuth, M.4
-
20
-
-
0026883136
-
On the necessity of Occam algorithms
-
R. BOARD AND L. PITT, On the necessity of Occam algorithms. Theoretical Computer Science 100 (1992), 157-184.
-
(1992)
Theoretical Computer Science
, vol.100
, pp. 157-184
-
-
Board, R.1
Pitt, L.2
-
21
-
-
0027831285
-
Exact learning via the monotone theory
-
IEEE Computer Society Press, Los Alamitos, CA
-
N. BSHOUTY, Exact learning via the monotone theory. In Proceedings of the 34th Annual IEEE Symposium on Foundations of Computer Science, IEEE Computer Society Press, Los Alamitos, CA, 1993, 302-311 .
-
(1993)
Proceedings of the 34th Annual IEEE Symposium on Foundations of Computer Science
, pp. 302-311
-
-
Bshouty, N.1
-
22
-
-
0009350553
-
Oracles and queries that are sufficient for exact learning
-
ACM Press, New York
-
N. BSHOUTY, R. CLEVE, S. KANNAN, AND C. TAMON, Oracles and queries that are sufficient for exact learning. In Proceedings of the Seventh Annual ACM Conference on Computational Learning Theory, ACM Press, New York, 1994, 130-137.
-
(1994)
Proceedings of the Seventh Annual ACM Conference on Computational Learning Theory
, pp. 130-137
-
-
Bshouty, N.1
Cleve, R.2
Kannan, S.3
Tamon, C.4
-
23
-
-
0040410833
-
Learning arithmetic read-once formulas
-
N. BSHOUTY, T. HANCOCK, AND L. HELLERSTEIN, Learning arithmetic read-once formulas. SIAM Journal on Computing 24:4 (1995), 706-735.
-
(1995)
SIAM Journal on Computing
, vol.24
, Issue.4
, pp. 706-735
-
-
Bshouty, N.1
Hancock, T.2
Hellerstein, L.3
-
24
-
-
0029326814
-
Learning boolean read-once formulas over generalized bases
-
N. BSHOUTY, T. HANCOCK, AND L. HELLERSTEIN, Learning boolean read-once formulas over generalized bases. Journal of Computer and System Sciences 50:3 (1995), 521-542.
-
(1995)
Journal of Computer and System Sciences
, vol.50
, Issue.3
, pp. 521-542
-
-
Bshouty, N.1
Hancock, T.2
Hellerstein, L.3
-
25
-
-
0008165967
-
An algorithm to learn read-once threshold formulas, and transformations between learning models
-
N. BSHOUTY, T. HANCOCK, L. HELLERSTEIN, AND M. KARPINSKI, An algorithm to learn read-once threshold formulas, and transformations between learning models. Computational Complexity 4 (1994), 37-61.
-
(1994)
Computational Complexity
, vol.4
, pp. 37-61
-
-
Bshouty, N.1
Hancock, T.2
Hellerstein, L.3
Karpinski, M.4
-
26
-
-
77957101001
-
Aggregation of inequalities in integer programming
-
V. CHVATAL AND P. L. HAMMER, Aggregation of inequalities in integer programming. Annals of Discrete Mathematics 1 (1977), 145-162.
-
(1977)
Annals of Discrete Mathematics
, vol.1
, pp. 145-162
-
-
Chvatal, V.1
Hammer, P.L.2
-
27
-
-
34648822523
-
On a learnability question associated to neural networks with continuous activations
-
ACM Press, New York
-
B. DASGUPTA, H. T. SIEGELMANN, AND E. SONTAG, On a learnability question associated to neural networks with continuous activations. In Proceedings of the Seventh Annual ACM Conference on Computational Learning Theory, ACM Press, New York, 1994, 47-56.
-
(1994)
Proceedings of the Seventh Annual ACM Conference on Computational Learning Theory
, pp. 47-56
-
-
Dasgupta, B.1
Siegelmann, H.T.2
Sontag, E.3
-
29
-
-
0028593043
-
The complexity of learning via queries
-
IEEE Computer Society Press, Los Alamitos, CA
-
RICARD GAVALDÀ, The complexity of learning via queries. In Proceedings of the Ninth Structure in Complexity Theory Conference, IEEE Computer Society Press, Los Alamitos, CA, 1994, 324-337.
-
(1994)
Proceedings of the Ninth Structure in Complexity Theory Conference
, pp. 324-337
-
-
Gavaldà, R.1
-
31
-
-
0040410832
-
On repetition-free boolean functions
-
V. A. GURVICH, On repetition-free boolean functions. Uspekhi Mat. Nauk 32 (1977), 183-184.
-
(1977)
Uspekhi Mat. Nauk
, vol.32
, pp. 183-184
-
-
Gurvich, V.A.1
-
32
-
-
0242679930
-
-
North Holland, Amsterdam
-
P. L. HAMMER, T. IBARAKI, AND U. N. PELED, Threshold Numbers and Threshold Completions. North Holland, Amsterdam, 1981, 125-145.
-
(1981)
Threshold Numbers and Threshold Completions
, pp. 125-145
-
-
Hammer, P.L.1
Ibaraki, T.2
Peled, U.N.3
-
33
-
-
2542455833
-
Learning conjunctive concepts in structural domains
-
D. HAUSSLER, Learning conjunctive concepts in structural domains. Machine Learning 4:1 (1989), 7-40.
-
(1989)
Machine Learning
, vol.4
, Issue.1
, pp. 7-40
-
-
Haussler, D.1
-
34
-
-
0039226413
-
Can complexity theory benefit from learning theory?
-
extended abstract volume LNCS667 (subseries LNAI), Springer Verlag, Berlin
-
T. HEGEDUS, Can complexity theory benefit from learning theory? (extended abstract). In Proceedings of the European Conference on Machine Learning, volume LNCS667 (subseries LNAI), Springer Verlag, Berlin, 1993, 354-359.
-
(1993)
Proceedings of the European Conference on Machine Learning
, pp. 354-359
-
-
Hegedus, T.1
-
35
-
-
0039226404
-
On training simple neural networks and small-weight neurons
-
New Series Number (The Institute of Mathematics and its Applications Conference Series), Oxford University Press, Oxford
-
T. HEGEDUS, On training simple neural networks and small-weight neurons. In Computational Learning Theory: Eurocolt '93, New Series Number 533 (The Institute of Mathematics and its Applications Conference Series), Oxford University Press, Oxford, 1994, 69-82.
-
(1994)
Computational Learning Theory: Eurocolt '93
, vol.533
, pp. 69-82
-
-
Hegedus, T.1
-
38
-
-
0039818250
-
How many queries are needed to learn?
-
ACM Press, New York, To appear, Journal of the ACM
-
L. HELLERSTEIN, K. PILLAIPAKKAMNATT, V. RAGHAVAN, AND D. WILKINS, How many queries are needed to learn? In Proceedings of the Twenty-seventh Annual ACM Symposium on the Theory of Computing, ACM Press, New York, 1995, 190-199. To appear, Journal of the ACM.
-
(1995)
Proceedings of the Twenty-seventh Annual ACM Symposium on the Theory of Computing
, pp. 190-199
-
-
Hellerstein, L.1
Pillaipakkamnatt, K.2
Raghavan, V.3
Wilkins, D.4
-
40
-
-
0025448317
-
Polynomial time learnability of simple deterministic languages
-
H. ISHIZAKA, Polynomial time learnability of simple deterministic languages. Machine Learning 5:2 (1990), 151-164.
-
(1990)
Machine Learning
, vol.5
, Issue.2
, pp. 151-164
-
-
Ishizaka, H.1
-
41
-
-
0006494007
-
An efficient membership-query algorithm for learning DNF with respect to the uniform distribution
-
IEEE Computer Society Press, Los Alamitos, CA
-
J. JACKSON, An efficient membership-query algorithm for learning DNF with respect to the uniform distribution. In Proceedings of the 35th Annual IEEE Symposium on Foundations of Computer Science, IEEE Computer Society Press, Los Alamitos, CA, 1994, 42-53.
-
(1994)
Proceedings of the 35th Annual IEEE Symposium on Foundations of Computer Science
, pp. 42-53
-
-
Jackson, J.1
-
42
-
-
85023370755
-
Learning in neural networks
-
Morgan Kaufmann, San Mateo, CA
-
S. JUDD, Learning in neural networks. In Proceedings of the First Annual Workshop on Computational Learning Theory, Morgan Kaufmann, San Mateo, CA, 1988, 2-8.
-
(1988)
Proceedings of the First Annual Workshop on Computational Learning Theory
, pp. 2-8
-
-
Judd, S.1
-
43
-
-
0003229979
-
Combinatorial characterization of read-once formulae
-
M. KARCHMER, N. LINIAL, I. NEWMAN, M. SAKS, AND A. WIGDERSON, Combinatorial characterization of read-once formulae. Discrete Mathematics 114 (1993), 275-282.
-
(1993)
Discrete Mathematics
, vol.114
, pp. 275-282
-
-
Karchmer, M.1
Linial, N.2
Newman, I.3
Saks, M.4
Wigderson, A.5
-
44
-
-
0023545078
-
On the learnability of Boolean formulae
-
ACM Press, New York
-
M. KEARNS, M. LI, L. PITT, AND L. G. VALIANT, On the learnability of Boolean formulae. In Proceedings of the Nineteenth Annual ACM Symposium on the Theory of Computing, ACM Press, New York, 1987, 285-294.
-
(1987)
Proceedings of the Nineteenth Annual ACM Symposium on the Theory of Computing
, pp. 285-294
-
-
Kearns, M.1
Li, M.2
Pitt, L.3
Valiant, L.G.4
-
45
-
-
0028324717
-
Cryptographic limitations on learning Boolean formulae and finite automata
-
M. KEARNS AND L. G. VALIANT, Cryptographic limitations on learning Boolean formulae and finite automata. Journal of the ACM 41:1 (1994), 67-95.
-
(1994)
Journal of the ACM
, vol.41
, Issue.1
, pp. 67-95
-
-
Kearns, M.1
Valiant, L.G.2
-
47
-
-
0026152917
-
Complexity results on learning by neural networks
-
J-H. LIN AND J. S. VITTER, Complexity results on learning by neural networks. Machine Learning 6:3 (1991), 211-230.
-
(1991)
Machine Learning
, vol.6
, Issue.3
, pp. 211-230
-
-
Lin, J.-H.1
Vitter, J.S.2
-
48
-
-
0028384661
-
Algorithms and lower bounds for on-line learning of geometrical concepts
-
W. MAASS AND GY. TURÁN, Algorithms and lower bounds for on-line learning of geometrical concepts. Machine Learning 14:3 (1994), 251-269.
-
(1994)
Machine Learning
, vol.14
, Issue.3
, pp. 251-269
-
-
Maass, W.1
Turán, Gy.2
-
49
-
-
0001384677
-
How fast can a threshold gate learn?
-
ed. S. HANSON, G. DRASTAL, AND R. RIVEST, MIT Press, Cambridge, MA
-
W. MAASS AND GY. TURÁN, How fast can a threshold gate learn? In Computational Learning Theory and Natural Learning Systems: Constraints and Prospects, ed. S. HANSON, G. DRASTAL, AND R. RIVEST, MIT Press, Cambridge, MA, 1994, 381-414.
-
(1994)
Computational Learning Theory and Natural Learning Systems: Constraints and Prospects
, pp. 381-414
-
-
Maass, W.1
Turán, Gy.2
-
51
-
-
0039818213
-
Read-twice DNF formulas are properly learnable
-
New Series Number (The Institute of Mathematics and its Applicaations Conference Series), Oxford University Press, Oxford
-
K. PILLAIPAKKAMNATT AND V. RAGHAVAN, Read-twice DNF formulas are properly learnable. In Computational Learning Theory: Eurocolt '93, New Series Number 53 (The Institute of Mathematics and its Applicaations Conference Series), Oxford University Press, Oxford, 1994, 121-132.
-
(1994)
Computational Learning Theory: Eurocolt '93
, vol.53
, pp. 121-132
-
-
Pillaipakkamnatt, K.1
Raghavan, V.2
-
53
-
-
0024092215
-
Computational limitations on learning from examples
-
L. PITT AND L. G. VALIANT, Computational limitations on learning from examples. Journal of the ACM 35:4 (1988), 965-984.
-
(1988)
Journal of the ACM
, vol.35
, Issue.4
, pp. 965-984
-
-
Pitt, L.1
Valiant, L.G.2
-
54
-
-
0027353425
-
The minimum consistent DFA problem cannot be approximated within any polynomial
-
L. PITT AND M. K. WARMUTH, The minimum consistent DFA problem cannot be approximated within any polynomial. Journal of the ACM 40:1 (1993), 95-142.
-
(1993)
Journal of the ACM
, vol.40
, Issue.1
, pp. 95-142
-
-
Pitt, L.1
Warmuth, M.K.2
-
56
-
-
0040197012
-
Learning switch configurations
-
Morgan Kaufmann, San Mateo, CA
-
V. RAGHAVAN AND S. SCHACH, Learning switch configurations. In Proceedings of the Third Annual Workshop on Computational Learning Theory, Morgan Kaufmann, San Mateo, CA, 1990, 38-51.
-
(1990)
Proceedings of the Third Annual Workshop on Computational Learning Theory
, pp. 38-51
-
-
Raghavan, V.1
Schach, S.2
-
61
-
-
0021518106
-
A theory of the learnable
-
L. G. VALIANT, A theory of the learnable. Communications of the ACM 27:11 (1984), 1134-1142.
-
(1984)
Communications of the ACM
, vol.27
, Issue.11
, pp. 1134-1142
-
-
Valiant, L.G.1
-
62
-
-
0002499893
-
Complete sets for the polynomial time hierarchy
-
C. WRATHALL, Complete sets for the polynomial time hierarchy. Theoretical Computer Science 3 (1976), 23-34.
-
(1976)
Theoretical Computer Science
, vol.3
, pp. 23-34
-
-
Wrathall, C.1
|