Pac-bayesian bounds for sparse regression estimation with exponential weights

14 September 2010

Papers citing "Pac-bayesian bounds for sparse regression estimation with exponential weights"

16 / 16 papers shown

Title
Bayes and empirical-Bayes multiplicity adjustment in the variable-selection problem James G. Scott J. Berger 127 581 0 10 Nov 2010
Exponential Screening and optimal rates of sparse estimation Philippe Rigollet Alexandre B. Tsybakov 162 242 0 12 Mar 2010
Mirror averaging with sparsity priors A. Dalalyan Alexandre B. Tsybakov 159 59 0 05 Mar 2010
On the conditions used to prove oracle results for the Lasso Sara van de Geer Peter Buhlmann 228 729 0 05 Oct 2009
The Dantzig selector and sparsity oracle inequalities V. Koltchinskii 202 133 0 04 Sep 2009
Sparse Regression Learning by Aggregation and Langevin Monte-Carlo A. Dalalyan Alexandre B. Tsybakov 161 179 0 06 Mar 2009
Model-Consistent Sparse Estimation through the Bootstrap Francis R. Bach 106 32 0 21 Jan 2009
$On Recovery of Sparse Signals via $\ell_1$ Minimization$ On Recovery of Sparse Signals via $\ell_1$ Minimization T. Cai Guangwu Xu Jun Zhang 96 155 0 01 May 2008
Bolasso: model consistent Lasso estimation through the bootstrap Francis R. Bach 73 450 0 08 Apr 2008
Approximation and learning by greedy algorithms Andrew R. Barron A. Cohen W. Dahmen Ronald A. DeVore 152 320 0 12 Mar 2008
Sup-norm convergence rate and sign concentration property of Lasso and Dantzig estimators Karim Lounici 280 241 0 30 Jan 2008
Simultaneous analysis of Lasso and Dantzig selector Peter J. Bickel Yaácov Ritov Alexandre B. Tsybakov 378 2,527 0 07 Jan 2008
PAC-Bayesian Bounds for Randomized Empirical Risk Minimizers Pierre Alquier 208 58 0 11 Dec 2007
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 248 458 0 03 Dec 2007
Aggregation for Gaussian regression F. Bunea Alexandre B. Tsybakov M. Wegkamp 350 361 0 19 Oct 2007
Sparsity oracle inequalities for the Lasso F. Bunea Alexandre B. Tsybakov M. Wegkamp 386 470 0 23 May 2007