-
2
-
-
53849092516
-
Simultaneous analysis of LASSO and Dantzig selector
-
To appear
-
BICKEL, P., RITOV, Y. and TSYBAKOV, A. (2008). Simultaneous analysis of LASSO and Dantzig selector. Ann. Statist. To appear.
-
(2008)
Ann. Statist
-
-
BICKEL, P.1
RITOV, Y.2
TSYBAKOV, A.3
-
4
-
-
38049008576
-
-
1 penalties. In Proc. 20th Annual Conference on Learning Theory (COLT 2007) 530-543. Lecture Notes in Artificial Intelligence 4539. Springer, Berlin. MR2397610
-
1 penalties. In Proc. 20th Annual Conference on Learning Theory (COLT 2007) 530-543. Lecture Notes in Artificial Intelligence 4539. Springer, Berlin. MR2397610
-
-
-
-
5
-
-
34548275795
-
The Dantzig selector: Statistical estimation when p is much larger than n
-
MR2382651
-
CANDES, E. and TAO, T. (2007). The Dantzig selector: Statistical estimation when p is much larger than n. Ann. Statist. 35 2392-2404. MR2382651
-
(2007)
Ann. Statist
, vol.35
, pp. 2392-2404
-
-
CANDES, E.1
TAO, T.2
-
6
-
-
68849098337
-
-
CATONI, O. (2004). Statistical learning theory and stochastic optimization. In Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001. Lecture Notes in Mathematics 1851. Springer, New York. MR2163920
-
CATONI, O. (2004). Statistical learning theory and stochastic optimization. In Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001. Lecture Notes in Mathematics 1851. Springer, New York. MR2163920
-
-
-
-
7
-
-
38049046503
-
-
DALALYAN, A. and TSYBAKOV, A. (2007). Aggregation by exponential weighting and sharp oracle inequalities. In Proc. 20th Annual Conference on Learning Theory (COLT 2007) 97-111. Lecture Notes in Artificial Intelligence 4539. Springer, Berlin. MR2397581
-
DALALYAN, A. and TSYBAKOV, A. (2007). Aggregation by exponential weighting and sharp oracle inequalities. In Proc. 20th Annual Conference on Learning Theory (COLT 2007) 97-111. Lecture Notes in Artificial Intelligence 4539. Springer, Berlin. MR2397581
-
-
-
-
8
-
-
33646365077
-
1-norm solution is also the sparsest solution
-
MR2217606
-
1-norm solution is also the sparsest solution. Comm. Pure Appl. Math. 59 797-829. MR2217606
-
(2006)
Comm. Pure Appl. Math
, vol.59
, pp. 797-829
-
-
DONOHO, D.L.1
-
10
-
-
33746194045
-
Local Rademacher complexities and oracle inequalities in risk minimization
-
MR2329442
-
KOLTCHINSKII, V. (2006). Local Rademacher complexities and oracle inequalities in risk minimization. Ann. Statist. 34 2593-2656. MR2329442
-
(2006)
Ann. Statist
, vol.34
, pp. 2593-2656
-
-
KOLTCHINSKII, V.1
-
12
-
-
68649087752
-
The Dantzig selector and sparsity oracle inequalities
-
Preprint
-
KOLTCHINSKII, V. (2008b). The Dantzig selector and sparsity oracle inequalities. Preprint.
-
(2008)
-
-
KOLTCHINSKII, V.1
-
13
-
-
68849095663
-
-
MASSART, P. (2007). Concentration inequalities and model selection. In Ecole d'ete de Probabilités de Saint-Flour 2003. Springer, Berlin. MR2319879
-
MASSART, P. (2007). Concentration inequalities and model selection. In Ecole d'ete de Probabilités de Saint-Flour 2003. Springer, Berlin. MR2319879
-
-
-
-
14
-
-
0033281518
-
Some PAC-Bayesian theorems
-
MCALLESTER, D. A. (1999). Some PAC-Bayesian theorems. Machine Learning 37 355-363.
-
(1999)
Machine Learning
, vol.37
, pp. 355-363
-
-
MCALLESTER, D.A.1
-
15
-
-
38849196916
-
Reconstruction and sub-Gaussian operators in asymptotic geometric analysis
-
MR2373017
-
MENDELSON, S., PAJOR, A. and TOMCZAK- JAEGERMANN, N. (2007). Reconstruction and sub-Gaussian operators in asymptotic geometric analysis. Geomet. Funct. Anal. 17 1248-1282. MR2373017
-
(2007)
Geomet. Funct. Anal
, vol.17
, pp. 1248-1282
-
-
MENDELSON, S.1
PAJOR, A.2
TOMCZAK- JAEGERMANN, N.3
-
16
-
-
33746801607
-
Geometric approach to error correcting codes and reconstruction of signals
-
MR2206919
-
RUDELSON, M. and VERSHYNIN, R. (2005). Geometric approach to error correcting codes and reconstruction of signals. Int. Math. Res. Not. 64 4019-4041. MR2206919
-
(2005)
Int. Math. Res. Not
, vol.64
, pp. 4019-4041
-
-
RUDELSON, M.1
VERSHYNIN, R.2
-
17
-
-
51049121146
-
High-dimensional generalized linear models and the lasso
-
MR2396809
-
VAN DE GEER, S. (2008). High-dimensional generalized linear models and the lasso. Ann. Statist. 36 614-645. MR2396809
-
(2008)
Ann. Statist
, vol.36
, pp. 614-645
-
-
VAN DE GEER, S.1
-
18
-
-
0348236555
-
Regularized Winnow method
-
T. K. Leen, T. G. Dietrich and V. Tresp, eds, MIT Press
-
ZHANG, T. (2001). Regularized Winnow method. In Advances in Neural Information Processing Systems 13 (NIPS2000) (T. K. Leen, T. G. Dietrich and V. Tresp, eds.) 703-709 MIT Press.
-
(2001)
Advances in Neural Information Processing Systems 13 (NIPS2000)
, pp. 703-709
-
-
ZHANG, T.1
-
19
-
-
33847361463
-
From epsilon-entropy to KL-complexity: Analysis of minimum information complexity density estimation
-
MR2291497
-
ZHANG, T. (2006a). From epsilon-entropy to KL-complexity: Analysis of minimum information complexity density estimation. Ann. Statist. 34 2180-2210. MR2291497
-
(2006)
Ann. Statist
, vol.34
, pp. 2180-2210
-
-
ZHANG, T.1
-
20
-
-
33645722194
-
Information theoretical upper and lower bounds for statistical estimation
-
MR2241190
-
ZHANG, T. (2006b). Information theoretical upper and lower bounds for statistical estimation. IEEE Trans. Inform. Theory 52 1307-1321. MR2241190
-
(2006)
IEEE Trans. Inform. Theory
, vol.52
, pp. 1307-1321
-
-
ZHANG, T.1
|