-
1
-
-
0037709910
-
The nonstochastic multiarmed bandit problem
-
P. Auer, N. Cesa-Bianchi, Y. Freund, and R.E. Schapire. The nonstochastic multiarmed bandit problem. SIAM Journal on Computing, 32, 2003.
-
(2003)
SIAM Journal on Computing
, vol.32
-
-
Auer, P.1
Cesa-Bianchi, N.2
Freund, Y.3
Schapire, R.E.4
-
7
-
-
4544304381
-
On the generalization ability of on-line learning algorithms
-
September
-
N. Cesa-Bianchi, A. Conconi, and C. Gentile. On the generalization ability of on-line learning algorithms. IEEE Transactions on Information Theory, 50(9): 2050-2057, September 2004.
-
(2004)
IEEE Transactions on Information Theory
, vol.50
, Issue.9
, pp. 2050-2057
-
-
Cesa-Bianchi, N.1
Conconi, A.2
Gentile, C.3
-
9
-
-
0028424239
-
Improving generalization with active learning
-
D. Cohn, L. Atlas, and R. Ladner. Improving generalization with active learning. Machine Learning, 15: 201-221, 1994.
-
(1994)
Machine Learning
, vol.15
, pp. 201-221
-
-
Cohn, D.1
Atlas, L.2
Ladner, R.3
-
10
-
-
0032203257
-
Gradient-based learning applied to document recognition
-
November
-
Y. Le Cun, L. Bottou, Y. Bengio, and P. Haffner. Gradient-based learning applied to document recognition. Proceedings of IEEE, 86(11):2278-2324, November 1998.
-
(1998)
Proceedings of IEEE
, vol.86
, Issue.11
, pp. 2278-2324
-
-
Le Cun, Y.1
Bottou, L.2
Bengio, Y.3
Haffner, P.4
-
11
-
-
0002629270
-
Maximum likelihood from incomplete data via the EM algorithm
-
A. Dempster, N. Laird, and D. Rubin. Maximum likelihood from incomplete data via the EM algorithm. J. Royal Statist. Soc. B, 39:1-38, 1977.
-
(1977)
J. Royal Statist. Soc. B
, vol.39
, pp. 1-38
-
-
Dempster, A.1
Laird, N.2
Rubin, D.3
-
12
-
-
49749103596
-
Bandit-based algorithms for budgeted learning
-
K. Deng, C. Bourke, S. Scott, J. Sunderman, and Y. Zheng. Bandit-based algorithms for budgeted learning. In ICDM, 2007.
-
(2007)
ICDM
-
-
Deng, K.1
Bourke, C.2
Scott, S.3
Sunderman, J.4
Zheng, Y.5
-
15
-
-
70349305273
-
Differential privacy: A survey of results
-
M. Agrawal, D.-Z. Du, Z. Duan, and A. Li, editors, volume 4978 of Lecture Notes in Computer Science, Springer
-
C. Dwork. Differential privacy: A survey of results. In M. Agrawal, D.-Z. Du, Z. Duan, and A. Li, editors, TAMC, volume 4978 of Lecture Notes in Computer Science, pages 1-19. Springer, 2008.
-
(2008)
TAMC
, pp. 1-19
-
-
Dwork, C.1
-
16
-
-
0036680338
-
Learning cost-sensitive active classifiers
-
R. Greiner, A. Grove, and D. Roth. Learning cost-sensitive active classifiers. Artificial Intelligence, 139 (2):137-174, 2002.
-
(2002)
Artificial Intelligence
, vol.139
, Issue.2
, pp. 137-174
-
-
Greiner, R.1
Grove, A.2
Roth, D.3
-
17
-
-
56449094315
-
A bound on the label complexity of agnostic active learning
-
S. Hanneke. A bound on the label complexity of agnostic active learning. In ICML, 2007.
-
(2007)
ICML
-
-
Hanneke, S.1
-
18
-
-
84898062667
-
Adaptive rates of convergence in active learning
-
S. Hanneke. Adaptive rates of convergence in active learning. In COLT, 2009.
-
(2009)
COLT
-
-
Hanneke, S.1
-
19
-
-
0002192516
-
Decision theoretic generalizations of the PAC model for neural net and other learning applications
-
D. Haussler. Decision theoretic generalizations of the PAC model for neural net and other learning applications. Information and Computation, 100(1): 78-150, 1992.
-
(1992)
Information and Computation
, vol.100
, Issue.1
, pp. 78-150
-
-
Haussler, D.1
-
20
-
-
77956551087
-
Logarithmic regret algorithms for online convex optimization
-
E. Hazan, A. Kalai, S. Kale, and A. Agarwal. Logarithmic regret algorithms for online convex optimization. In ICML, 2006.
-
(2006)
ICML
-
-
Hazan, E.1
Kalai, A.2
Kale, S.3
Agarwal, A.4
-
21
-
-
84887384542
-
Mind the duality gap: Logarithmic regret algorithms for online optimization
-
S. Kakade and S. Shalev-Shwartz. Mind the duality gap: Logarithmic regret algorithms for online optimization. In NIPS, 2008.
-
(2008)
NIPS
-
-
Kakade, S.1
Shalev-Shwartz, S.2
-
22
-
-
50549095275
-
Learning and classifying under hard budgets
-
A. Kapoor and R. Greiner. Learning and classifying under hard budgets. In ECML, 2005.
-
(2005)
ECML
-
-
Kapoor, A.1
Greiner, R.2
-
23
-
-
50949083031
-
Pegasos: Primal estimated sub-GrAdient SOlver for SVM
-
S. Shalev-Shwartz, Y. Singer, and N. Srebro. Pegasos: Primal Estimated sub-GrAdient SOlver for SVM. In ICML, 2007.
-
(2007)
ICML
-
-
Shalev-Shwartz, S.1
Singer, Y.2
Srebro, N.3
-
24
-
-
85194972808
-
Regression shrinkage and selection via the lasso
-
R. Tibshirani. Regression shrinkage and selection via the lasso. J. Royal Statist. Soc. B, 58(1):267-288, 1996.
-
(1996)
J. Royal Statist. Soc. B
, vol.58
, Issue.1
, pp. 267-288
-
-
Tibshirani, R.1
-
26
-
-
61349111475
-
Compressed and privacy-sensitive sparse regression
-
S. Zhou, J. Lafferty, and L. Wasserman. Compressed and privacy-sensitive sparse regression. IEEE Trans, on Information Theory, 55(2):846-866, 2009.
-
(2009)
IEEE Trans, on Information Theory
, vol.55
, Issue.2
, pp. 846-866
-
-
Zhou, S.1
Lafferty, J.2
Wasserman, L.3
|