-
1
-
-
0000710299
-
Queries and concept learning
-
D. Angluin, Queries and concept learning, Mach. Learning 2 (1988) 319-342.
-
(1988)
Mach. Learning
, vol.2
, pp. 319-342
-
-
Angluin, D.1
-
2
-
-
0039130041
-
Classification by polynomial surfaces
-
M. Anthony, Classification by polynomial surfaces, Discrete Appl. Math. 61 (1995) 91-103.
-
(1995)
Discrete Appl. Math.
, vol.61
, pp. 91-103
-
-
Anthony, M.1
-
3
-
-
0002480682
-
The expressive power of voting polynomials
-
J. Aspnes, R. Beigel, M. Furst, S. Rudich, The expressive power of voting polynomials, Combinatorica 14(2) (1994) 1-14.
-
(1994)
Combinatorica
, vol.14
, Issue.2
, pp. 1-14
-
-
Aspnes, J.1
Beigel, R.2
Furst, M.3
Rudich, S.4
-
4
-
-
85030874201
-
-
Earlier version in: Proceedings of the 23rd ACM Symposium on Theory of Computation, New Orleans, LA, 1991, pp. 402-409.
-
Proceedings of the 23rd ACM Symposium on Theory of Computation, New Orleans, LA, 1991
, pp. 402-409
-
-
Aspnes, J.1
Beigel, R.2
Furst, M.3
Rudich, S.4
-
5
-
-
0027204515
-
The polynomial method in circuit complexity
-
R. Beigel, The polynomial method in circuit complexity, in: Proceedings of the eighth Conference on Structure in Complexity Theory, San Diego, CA, 1993, pp. 82-95.
-
Proceedings of the Eighth Conference on Structure in Complexity Theory, San Diego, CA, 1993
, pp. 82-95
-
-
Beigel, R.1
-
6
-
-
1842510134
-
-
personal communication
-
R. Beigel, personal communication, 2000.
-
(2000)
-
-
Beigel, R.1
-
7
-
-
0026408239
-
The perception strikes back
-
R. Beigel, N. Reingold, D. Spielman, The perception strikes back, in: Proceedings of the Sixth Conference on Structure in Complexity Theory, Chicago, IL, 1991, pp. 286-291.
-
Proceedings of the Sixth Conference on Structure in Complexity Theory, Chicago, IL, 1991
, pp. 286-291
-
-
Beigel, R.1
Reingold, N.2
Spielman, D.3
-
8
-
-
0032090473
-
A lower bound for perceptrons and an oracle separation of the PP hierarchy
-
C. Berg, S. Ulfberg, A lower bound for perceptrons and an oracle separation of the PP hierarchy, J. Comput. System Sci. 56 (3) (1998) 263-271.
-
(1998)
J. Comput. System Sci.
, vol.56
, Issue.3
, pp. 263-271
-
-
Berg, C.1
Ulfberg, S.2
-
9
-
-
0026877650
-
Rank-r decision trees are a subclass of r-decision lists
-
A. Blum, Rank-r decision trees are a subclass of r-decision lists, Inform. Process. Lett. 42 (4) (1992) 183-185.
-
(1992)
Inform. Process. Lett.
, vol.42
, Issue.4
, pp. 183-185
-
-
Blum, A.1
-
10
-
-
0030387103
-
A polynomial time algorithm for learning noisy linear threshold functions
-
A. Blum, A. Frieze, R. Kannan, S. Vempala, A polynomial time algorithm for learning noisy linear threshold functions, in: Proceedings of the 37th Symposium on Foundations of Computer Science, Burlington, VT, 1996, pp. 330-338.
-
Proceedings of the 37th Symposium on Foundations of Computer Science, Burlington, VT, 1996
, pp. 330-338
-
-
Blum, A.1
Frieze, A.2
Kannan, R.3
Vempala, S.4
-
11
-
-
0028062299
-
Weakly learning DNF and characterizing statistical query learning using Fourier analysis
-
A. Blum, M. Furst, J. Jackson, M. Kearns, Y. Mansour, S. Rudich, Weakly learning DNF and characterizing statistical query learning using Fourier analysis, in: Proceedings of the 26th Annual Symposium on Theory of Computing, Montreal, Quebec, Canada, 1994, pp. 253-262.
-
Proceedings of the 26th Annual Symposium on Theory of Computing, Montreal, Quebec, Canada, 1994
, pp. 253-262
-
-
Blum, A.1
Furst, M.2
Jackson, J.3
Kearns, M.4
Mansour, Y.5
Rudich, S.6
-
12
-
-
0029504777
-
Fast learning of k-term DNF formulas with queries
-
A. Blum, S. Rudich, Fast learning of k-term DNF formulas with queries, J. Comput. System Sci. 51 (3) (1995) 367-373.
-
(1995)
J. Comput. System Sci.
, vol.51
, Issue.3
, pp. 367-373
-
-
Blum, A.1
Rudich, S.2
-
13
-
-
0024750852
-
Learnability and the Vapnik-Chervonenkis dimension
-
A. Blumer, A. Ehrenfeucht, D. Haussler, M.K. Warmuth, Learnability and the Vapnik-Chervonenkis dimension, J. Assoc. Comput. Mach. 36 (4) (1989) 929-965.
-
(1989)
J. Assoc. Comput. Mach.
, vol.36
, Issue.4
, pp. 929-965
-
-
Blumer, A.1
Ehrenfeucht, A.2
Haussler, D.3
Warmuth, M.K.4
-
14
-
-
0002719140
-
A subexponential exact learning algorithm for DNF using equivalence queries
-
N. Bshouty, A subexponential exact learning algorithm for DNF using equivalence queries, Inform. Process. Lett. 59 (1996) 37-39.
-
(1996)
Inform. Process. Lett.
, vol.59
, pp. 37-39
-
-
Bshouty, N.1
-
15
-
-
0032305711
-
Worst-case analysis of the perceptron and exponentiated update algorithms
-
T. Bylander, Worst-case analysis of the perceptron and exponentiated update algorithms, Artif. Intell. 106 (1998) 335-352.
-
(1998)
Artif. Intell.
, vol.106
, pp. 335-352
-
-
Bylander, T.1
-
17
-
-
0031331853
-
Learning noisy perceptrons by a perceptron in polynomial time
-
E. Cohen, Learning noisy perceptrons by a perceptron in polynomial time, in: Proceedings of the 38th Symposium on Foundation of Computer Science, Miami Beach, FL, 1997, pp. 514-523.
-
Proceedings of the 38th Symposium on Foundation of Computer Science, Miami Beach, FL, 1997
, pp. 514-523
-
-
Cohen, E.1
-
18
-
-
0024735093
-
Learning decision trees from random examples
-
A. Ehrenfeucht, D. Haussler, Learning decision trees from random examples, Inform. and Comput. 82 (3) (1989) 231-246.
-
(1989)
Inform. and Comput.
, vol.82
, Issue.3
, pp. 231-246
-
-
Ehrenfeucht, A.1
Haussler, D.2
-
19
-
-
0024739191
-
A general lower bound on the number of examples needed for learning
-
A. Ehrenfeucht, D. Haussler, M. Kearns, L. Valiant, A general lower bound on the number of examples needed for learning, Inform. and Comput. 82 (3) (1989) 247-251.
-
(1989)
Inform. and Comput.
, vol.82
, Issue.3
, pp. 247-251
-
-
Ehrenfeucht, A.1
Haussler, D.2
Kearns, M.3
Valiant, L.4
-
20
-
-
58149321460
-
Boosting a weak learning algorithm by majority
-
Y. Freund, Boosting a weak learning algorithm by majority, Inform. and Comput. 121 (2) (1995) 256-285.
-
(1995)
Inform. and Comput.
, vol.121
, Issue.2
, pp. 256-285
-
-
Freund, Y.1
-
21
-
-
0031624445
-
Large margin classification using the perceptron algorithm
-
Y. Freund, R. Schapire, Large margin classification using the perceptron algorithm, in: Proceedings of the 11th Annual Conference on Computer Learning Theory, Madison, WI, 1998, pp. 209-217.
-
Proceedings of the 11th Annual Conference on Computer Learning Theory, Madison, WI, 1998
, pp. 209-217
-
-
Freund, Y.1
Schapire, R.2
-
22
-
-
51249163193
-
Separating PH from PP by relativization
-
B. Fu, Separating PH from PP by relativization, Acta Math. Sinica 8 (3) (1992) 329-336.
-
(1992)
Acta Math. Sinica
, vol.8
, Issue.3
, pp. 329-336
-
-
Fu, B.1
-
23
-
-
0002127588
-
Parity, circuits and the polynomial-time hierarchy
-
M. Furst, J. Saxe, M. Sipser, Parity, circuits and the polynomial-time hierarchy, Math. Systems Theory 17 (1) (1984) 13-27.
-
(1984)
Math. Systems Theory
, vol.17
, Issue.1
, pp. 13-27
-
-
Furst, M.1
Saxe, J.2
Sipser, M.3
-
24
-
-
0000069809
-
Majority gates vs. general weighted threshold gates
-
M. Goldmann, J. Håstad, A. Razborov, Majority gates vs. general weighted threshold gates, Comput. Complexity 2 (1992) 277-300.
-
(1992)
Comput. Complexity
, vol.2
, pp. 277-300
-
-
Goldmann, M.1
Håstad, J.2
Razborov, A.3
-
25
-
-
0002276644
-
Learning monotone k-μ DNF formulas on product distributions
-
T. Hancock, Y. Mansour, Learning monotone k-μ DNF formulas on product distributions, in: Proceedings of the Fourth Annual Workshop on Computer Learning Theory, Santa Cruz, CA, 1991, pp. 179-183.
-
Proceedings of the Fourth Annual Workshop on Computer Learning Theory, Santa Cruz, CA, 1991
, pp. 179-183
-
-
Hancock, T.1
Mansour, Y.2
-
26
-
-
0003883054
-
Computational limitations for small depth circuits
-
Ph.D. Thesis, MIT Press, Cambridge
-
J. Håstad, Computational limitations for small depth circuits, Ph.D. Thesis, MIT Press, Cambridge, 1986.
-
(1986)
-
-
Håstad, J.1
-
27
-
-
0025446773
-
Learning nested differences of intersection-closed concept classes
-
D. Helmbold, R. Sloan, M. Warmuth, Learning nested differences of intersection-closed concept classes, Mach. Learning 5 (1990) 165-196.
-
(1990)
Mach. Learning
, vol.5
, pp. 165-196
-
-
Helmbold, D.1
Sloan, R.2
Warmuth, M.3
-
28
-
-
0031339159
-
An efficient membership-query algorithm for learning DNF with respect to the uniform distribution
-
J. Jackson, An efficient membership-query algorithm for learning DNF with respect to the uniform distribution, J. Comput. System Sci. 55 (1997) 414-440.
-
(1997)
J. Comput. System Sci.
, vol.55
, pp. 414-440
-
-
Jackson, J.1
-
29
-
-
0032202014
-
Efficient noise-tolerant learning from statistical queries
-
M. Kearns, Efficient noise-tolerant learning from statistical queries, J. Assoc. Comput. Mach. 45 (6) (1998) 983-1006.
-
(1998)
J. Assoc. Comput. Mach.
, vol.45
, Issue.6
, pp. 983-1006
-
-
Kearns, M.1
-
30
-
-
0028400734
-
On using the Fourier transform to learn disjoint DNF
-
R. Khardon, On using the Fourier transform to learn disjoint DNF, Inform Process Lett. 49 (1994) 219-222.
-
(1994)
Inform Process Lett.
, vol.49
, pp. 219-222
-
-
Khardon, R.1
-
31
-
-
84969342575
-
The perception algorithm vs. winnow: Linear vs. logarithmic mistake bounds when few input variables are relevant
-
J. Kivinen, M. Warmuth, P. Auer, The perception algorithm vs. winnow: linear vs. logarithmic mistake bounds when few input variables are relevant, in: Proceedings of the eight Conference on Computational Learning Theory, Santa Cruz, CA, 1995, pp. 289-296.
-
Proceedings of the Eight Conference on Computational Learning Theory, Santa Cruz, CA, 1995
, pp. 289-296
-
-
Kivinen, J.1
Warmuth, M.2
Auer, P.3
-
33
-
-
0027835376
-
On learning visual concepts and DNF formulae
-
E. Kushilevitz, D. Roth, On learning visual concepts and DNF formulae, in: Proceedings of the Sixth Annual ACM Conference on Computational Learning Theory, Santa Cruz, CA, 1993, pp. 317-326.
-
Proceedings of the Sixth Annual ACM Conference on Computational Learning Theory, Santa Cruz, CA, 1993
, pp. 317-326
-
-
Kushilevitz, E.1
Roth, D.2
-
34
-
-
0001522385
-
Approximate inclusion-exclusion
-
N. Linial, N. Nisan, Approximate inclusion-exclusion, Combinatorica 10 (4) (1990) 349-365.
-
(1990)
Combinatorica
, vol.10
, Issue.4
, pp. 349-365
-
-
Linial, N.1
Nisan, N.2
-
35
-
-
34250091945
-
Learning quickly when irrelevant attributes abound: A new linear-threshold algorithm
-
N. Littlestone, Learning quickly when irrelevant attributes abound: a new linear-threshold algorithm, Mach. Learning 2 (1988) 285-318.
-
(1988)
Mach. Learning
, vol.2
, pp. 285-318
-
-
Littlestone, N.1
-
36
-
-
1842614503
-
-
personal communication
-
S. Lokam, personal communication, 2001.
-
(2001)
-
-
Lokam, S.1
-
37
-
-
0001384677
-
How fast can a threshold gate learn?
-
in: S.J. Hanson, G. Drastal, R. Rivest (Eds.); MIT Press, Cambridge
-
W. Maass, G. Turan, How fast can a threshold gate learn?, in: S.J. Hanson, G. Drastal, R. Rivest (Eds.), Computational Learning Theory and Natural Learning Systems: Constraints and Prospects, Vol. I, MIT Press, Cambridge, 1994, pp. 381-414.
-
(1994)
Computational Learning Theory and Natural Learning Systems: Constraints and Prospects
, vol.1
, pp. 381-414
-
-
Maass, W.1
Turan, G.2
-
38
-
-
0004290881
-
-
MIT Press, Cambridge; (expanded edition 1988)
-
M. Minsky, S. Papert, Perceptrons, MIT Press, Cambridge, 1968 (expanded edition 1988).
-
(1968)
Perceptrons
-
-
Minsky, M.1
Papert, S.2
-
39
-
-
0034406593
-
Learning monotone log-term DNF formulas under the uniform distribution
-
Y. Sakai, A. Maruoka, Learning monotone log-term DNF formulas under the uniform distribution, Theory Comput. Systems 33 (2000) 17-33.
-
(2000)
Theory Comput. Systems
, vol.33
, pp. 17-33
-
-
Sakai, Y.1
Maruoka, A.2
-
40
-
-
0001504665
-
Identification criteria and lower bounds for Perceptron-like learning rules
-
M. Schmitt, Identification criteria and lower bounds for Perceptron-like learning rules, Neural Comput. 10 (1998) 235-250.
-
(1998)
Neural Comput.
, vol.10
, pp. 235-250
-
-
Schmitt, M.1
-
41
-
-
0033280387
-
On PAC learning using winnow, perceptron, and a perceptron-like algorithm
-
R. Servedio, On PAC learning using Winnow, Perceptron, and a Perceptron-like algorithm, in: Proceedings of the 12th Annual Conference on Computer Learning Theory, 1999, pp. 296-307.
-
Proceedings of the 12th Annual Conference on Computer Learning Theory, 1999
, pp. 296-307
-
-
Servedio, R.1
-
42
-
-
0032655289
-
Learning DNF by approximating inclusion-exclusion formulae
-
J. Tarui, T. Tsukiji, Learning DNF by approximating inclusion-exclusion formulae, in: Proceedings of the IEEE Conference on Computational Complexity, Atlanta, GA, 1999, pp. 215-220.
-
Proceedings of the IEEE Conference on Computational Complexity, Atlanta, GA, 1999
, pp. 215-220
-
-
Tarui, J.1
Tsukiji, T.2
-
43
-
-
0021518106
-
A theory of the learnable
-
L.G. Valiant, A theory of the learnable, Comm. ACM 27 (11) (1984) 1134-1142.
-
(1984)
Comm. ACM
, vol.27
, Issue.11
, pp. 1134-1142
-
-
Valiant, L.G.1
-
44
-
-
49049103976
-
Learning DNF under the uniform distribution in quasi-polynomial time
-
K. Verbeurgt, Learning DNF under the uniform distribution in quasi-polynomial time, in: Proceedings of the Third Annual Workshop on Computational Learning Theory, Rochester, NY, 1990, pp. 314-326.
-
Proceedings of the Third Annual Workshop on Computational Learning Theory, Rochester, NY, 1990
, pp. 314-326
-
-
Verbeurgt, K.1
-
45
-
-
84961312329
-
Learning sub-classes of monotone DNF on the uniform distribution
-
K. Verbeurgt, Learning sub-classes of monotone DNF on the uniform distribution, in: Proceedings of the Ninth Conference on Algorithmic Learning Theory, Otzenhausen, Germany, 1998, pp. 385-399.
-
Proceedings of the Ninth Conference on Algorithmic Learning Theory, Otzenhausen, Germany, 1998
, pp. 385-399
-
-
Verbeurgt, K.1
-
46
-
-
0027042201
-
On the power of PP
-
N. Vereshchagin, On the power of PP, in: Proceedings of the Seventh Conference on Structure in Complexity Theory, Boston, MA, 1992, pp. 138-143.
-
Proceedings of the Seventh Conference on Structure in Complexity Theory, Boston, MA, 1992
, pp. 138-143
-
-
Vereshchagin, N.1
|