Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima

10 May 2013

Papers citing "Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima"

15 / 15 papers shown

Title
Learning Multi-Attribute Differential Graphs with Non-Convex Penalties Jitendra K Tugnait 678 0 0 14 May 2025
Optimal computational and statistical rates of convergence for sparse nonconvex learning problems Zhaoran Wang Han Liu Tong Zhang 85 175 0 20 Jun 2013
Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses Po-Ling Loh Martin J. Wainwright 64 180 0 03 Dec 2012
Strong oracle optimality of folded concave penalized estimation Jianqing Fan Lingzhou Xue H. Zou 499 307 0 22 Oct 2012
High-dimensional regression with noisy and missing data: Provable guarantees with nonconvexity Po-Ling Loh Martin J. Wainwright 97 560 0 16 Sep 2011
A General Theory of Concave Regularization for High Dimensional Sparse Estimation Problems Cun-Hui Zhang Tong Zhang 127 340 0 25 Aug 2011
Fast global convergence of gradient methods for high-dimensional statistical recovery Alekh Agarwal S. Negahban Martin J. Wainwright 89 242 0 25 Apr 2011
A Unified Framework for High-Dimensional Analysis of M-Estimators with Decomposable Regularizers S. Negahban Pradeep Ravikumar Martin J. Wainwright Bin Yu 280 1,377 0 13 Oct 2010
Nearly unbiased variable selection under minimax concave penalty Cun-Hui Zhang 273 3,543 0 25 Feb 2010
$Minimax rates of estimation for high-dimensional linear regression over $\ell_q$-balls$ Minimax rates of estimation for high-dimensional linear regression over $\ell_q$ -balls Garvesh Raskutti Martin J. Wainwright Bin Yu 161 575 0 11 Oct 2009
Sparse recovery under matrix uncertainty M. Rosenbaum Alexandre B. Tsybakov 114 167 0 15 Dec 2008
$High-dimensional covariance estimation by minimizing $\ell_1$-penalized log-determinant divergence$ High-dimensional covariance estimation by minimizing $\ell_1$ -penalized log-determinant divergence Pradeep Ravikumar Martin J. Wainwright Garvesh Raskutti Bin Yu 193 874 0 21 Nov 2008
Rejoinder: One-step sparse estimates in nonconcave penalized likelihood models H. Zou Runze Li 202 1,234 0 07 Aug 2008
Sparse permutation invariant covariance estimation Adam J. Rothman Peter J. Bickel Elizaveta Levina Ji Zhu 477 907 0 31 Jan 2008
Simultaneous analysis of Lasso and Dantzig selector Peter J. Bickel Yaácov Ritov Alexandre B. Tsybakov 325 2,527 0 07 Jan 2008