-
1
-
-
33747670266
-
Learning factor graphs in polynomial time and sample complexity
-
P. Abbeel, D. Koller, and A. Y. Ng. Learning factor graphs in polynomial time and sample complexity. Jour. Mach. Learning Res., 7:1743-1788, 2006.
-
(2006)
Jour. Mach. Learning Res.
, vol.7
, pp. 1743-1788
-
-
Abbeel, P.1
Koller, D.2
Ng, A.Y.3
-
2
-
-
46249088758
-
Consistency of the group lasso and multiple kernel learning
-
F. Bach. Consistency of the group lasso and multiple kernel learning. Journal of Machine Learning Research, 9:1179-1225, 2008.
-
(2008)
Journal of Machine Learning Research
, vol.9
, pp. 1179-1225
-
-
Bach, F.1
-
4
-
-
47849114121
-
The Dantzig selector: Statistical estimation when p is much larger than n
-
E. Candes and T. Tao. The Dantzig selector: Statistical estimation when p is much larger than n. Annals of Statistics, 2006.
-
(2006)
Annals of Statistics
-
-
Candes, E.1
Tao, T.2
-
5
-
-
84933530882
-
Approximating discrete probability distributions with dependence trees
-
C. Chow and C. Liu. Approximating discrete probability distributions with dependence trees. IEEE Trans. Info. Theory, 14(3):462-467, 1968.
-
(1968)
IEEE Trans. Info. Theory
, vol.14
, Issue.3
, pp. 462-467
-
-
Chow, C.1
Liu, C.2
-
7
-
-
33744781810
-
Consistent estimation of the basic neighborhood structure of Markov random fields
-
I. Csiszár and Z. Talata. Consistent estimation of the basic neighborhood structure of Markov random fields. The Annals of Statistics, 34(1):123-145, 2006.
-
(2006)
The Annals of Statistics
, vol.34
, Issue.1
, pp. 123-145
-
-
Csiszár, I.1
Talata, Z.2
-
8
-
-
50949096321
-
Model selection consistency of the lasso selection in high-dimensional linear regression
-
C.Zhang and J.Huang. Model selection consistency of the lasso selection in high-dimensional linear regression. Annals of Statistics, 36:1567-1594, 2008.
-
(2008)
Annals of Statistics
, vol.36
, pp. 1567-1594
-
-
Zhang, C.1
Huang, J.2
-
10
-
-
77953243531
-
Decomposition and model selection for large contingency tables
-
C. Dahinden, M. Kalisch, and P. Buhlmann. Decomposition and model selection for large contingency tables. Biometrical Journal, 52(2):233-252, 2010.
-
(2010)
Biometrical Journal
, vol.52
, Issue.2
, pp. 233-252
-
-
Dahinden, C.1
Kalisch, M.2
Buhlmann, P.3
-
12
-
-
0037418225
-
1 minimization
-
March
-
D. Donoho and M. Elad. Maximal sparsity representation via ℓ1 minimization. Proc. Natl. Acad. Sci., 100:2197-2202, March 2003.
-
(2003)
Proc. Natl. Acad. Sci.
, vol.100
, pp. 2197-2202
-
-
Donoho, D.1
Elad, M.2
-
13
-
-
0019229225
-
The use of Markov random fields as models of texture
-
M. Hassner and J. Sklansky. The use of Markov random fields as models of texture. Comp. Graphics Image Proc., 12:357-370, 1980.
-
(1980)
Comp. Graphics Image Proc.
, vol.12
, pp. 357-370
-
-
Hassner, M.1
Sklansky, J.2
-
14
-
-
33947716431
-
Beitrag zur theorie der ferromagnetismus
-
E. Ising. Beitrag zur theorie der ferromagnetismus. Zeitschrift für Physik, 31:253-258, 1925.
-
(1925)
Zeitschrift für Physik
, vol.31
, pp. 253-258
-
-
Ising, E.1
-
15
-
-
21244437589
-
Sparse multinomial logistic regression: Fast algorithms and generalization bounds
-
B. Krishnapuram, L. Carin, M. A. T. Figueiredo, and A. J. Hartemink. Sparse multinomial logistic regression: Fast algorithms and generalization bounds. IEEE Trans. Pattern Anal. Mach. Intell., 27(6):957-968, 2005.
-
(2005)
IEEE Trans. Pattern Anal. Mach. Intell.
, vol.27
, Issue.6
, pp. 957-968
-
-
Krishnapuram, B.1
Carin, L.2
Figueiredo, M.A.T.3
Hartemink, A.J.4
-
21
-
-
33747163541
-
High dimensional graphs and variable selection with the lasso
-
N. Meinshausen and P. Bühlmann. High dimensional graphs and variable selection with the lasso. Annals of Statistics, 34(3), 2006.
-
(2006)
Annals of Statistics
, vol.34
, pp. 3
-
-
Meinshausen, N.1
Bühlmann, P.2
-
25
-
-
84860618886
-
Sparse additive models
-
P. Ravikumar, H. Liu, J. Lafferty, and L. Wasserman. Sparse additive models. Journal of the Royal Statistical Society, Series B, .
-
Journal of the Royal Statistical Society, Series B
-
-
Ravikumar, P.1
Liu, H.2
Lafferty, J.3
Wasserman, L.4
-
28
-
-
62349119614
-
Sparse permutation invariant covariance estimation
-
A. Rothman, P. Bickel, E. Levina, and J. Zhu. Sparse permutation invariant covariance estimation. Electronic Journal on Statistics, 2:494-515, 2008.
-
(2008)
Electronic Journal on Statistics
, vol.2
, pp. 494-515
-
-
Rothman, A.1
Bickel, P.2
Levina, E.3
Zhu, J.4
-
30
-
-
0037214793
-
Maximum likelihood bounded treewidth Markov networks
-
N. Srebro. Maximum likelihood bounded treewidth Markov networks. Artificial Intelligence, 143(1):123-138, 2003.
-
(2003)
Artificial Intelligence
, vol.143
, Issue.1
, pp. 123-138
-
-
Srebro, N.1
-
31
-
-
33645712308
-
Just relax: Convex programming methods for identifying sparse signals
-
March
-
J. A. Tropp. Just relax: Convex programming methods for identifying sparse signals. IEEE Trans. Info. Theory, 51(3):1030-1051, March 2006.
-
(2006)
IEEE Trans. Info. Theory
, vol.51
, Issue.3
, pp. 1030-1051
-
-
Tropp, J.A.1
-
33
-
-
65749083666
-
Sharp thresholds for noisy and high-dimensional recovery of sparsity using
-
IEEE Transactions on Information Theory
-
M. J. Wainwright. Sharp thresholds for noisy and high-dimensional recovery of sparsity using ℓ1-constrained quadratic programming (lasso). IEEE Transactions on Information Theory, 55: 2183-2202, 2009.
-
(2009)
1-constrained Quadratic Programming (Lasso)
, vol.55
, pp. 2183-2202
-
-
Wainwright, M.J.1
-
34
-
-
84858736259
-
1-constrained quadratic programming (lasso)
-
To appear. Original version: UC Berkeley Technical Report 709, May
-
1-constrained quadratic programming (lasso). IEEE Transactions on Info. Theory, To appear. Original version: UC Berkeley Technical Report 709, May 2006.
-
(2006)
IEEE Transactions on Info. Theory
-
-
Wainwright, M.J.1
-
36
-
-
33645035051
-
Model selection and estimation in regression with grouped variables
-
M. Yuan and Y. Lin. Model selection and estimation in regression with grouped variables. Journal of the Royal Statistical Society B, 1(68):49, 2006.
-
(2006)
Journal of the Royal Statistical Society B
, vol.1
, Issue.68
, pp. 49
-
-
Yuan, M.1
Lin, Y.2
-
37
-
-
33845263263
-
On model selection consistency of lasso
-
P. Zhao and B. Yu. On model selection consistency of lasso. J. of Mach. Learn. Res., 7:2541-2567, 2007.
-
(2007)
J. of Mach. Learn. Res.
, vol.7
, pp. 2541-2567
-
-
Zhao, P.1
Yu, B.2
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