On Iterative Hard Thresholding Methods for High-dimensional M-Estimation

20 October 2014

Papers citing "On Iterative Hard Thresholding Methods for High-dimensional M-Estimation"

15 / 15 papers shown

Title
Understanding Best Subset Selection: A Tale of Two C(omplex)ities Saptarshi Roy Ambuj Tewari Ziwei Zhu 93 0 0 16 Jan 2023
Lower bounds on the performance of polynomial-time algorithms for sparse linear regression Yuchen Zhang Martin J. Wainwright Michael I. Jordan 108 130 0 09 Feb 2014
Forward-Backward Greedy Algorithms for General Convex Smooth Functions over A Cardinality Constraint Ji Liu R. Fujimaki Jieping Ye 58 45 0 31 Dec 2013
Gradient Hard Thresholding Pursuit for Sparsity-Constrained Optimization Xiao-Tong Yuan Ping Li Tong Zhang 119 113 0 22 Nov 2013
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima Po-Ling Loh Martin J. Wainwright 194 516 0 10 May 2013
Greedy Sparsity-Constrained Optimization S. Bahmani Bhiksha Raj P. Boufounos 76 197 0 25 Mar 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
On Learning Discrete Graphical Models Using Greedy Methods A. Jalali Christopher C. Johnson Pradeep Ravikumar 67 101 0 16 Jul 2011
Orthogonal Matching Pursuit with Replacement Prateek Jain Ambuj Tewari Inderjit S. Dhillon 53 79 0 14 Jun 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
The Convex Geometry of Linear Inverse Problems V. Chandrasekaran Benjamin Recht P. Parrilo A. Willsky 146 1,338 0 03 Dec 2010
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
Estimation of high-dimensional low-rank matrices Angelika Rohde Alexandre B. Tsybakov 208 382 0 29 Dec 2009
Estimation of (near) low-rank matrices with noise and high-dimensional scaling S. Negahban Martin J. Wainwright 175 569 0 27 Dec 2009
$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