Discussion: The Dantzig selector: Statistical estimation when $p$ is much larger than $n$

21 March 2008

Papers citing "Discussion: The Dantzig selector: Statistical estimation when $p$ is much larger than $n$"

24 / 24 papers shown

Variable Selection and Regularization via Arbitrary Rectangle-range Generalized Elastic Net

268

14 Dec 2021

$The Dantzig selector: Recovery of Signal via $\ell_1-α\ell_2$ Minimization$

The Dantzig selector: Recovery of Signal via

\ell_1-α\ell_2

MinimizationInverse Problems (IP), 2021

Huanmin Ge

Peng Li

200

29 May 2021

$Sparse linear regression -- CLuP achieves the ideal \emph{exact} ML$

Sparse linear regression -- CLuP achieves the ideal \emph{exact} ML

M. Stojnic

164

23 Nov 2020

Computing Estimators of Dantzig Selector type via Column and Constraint Generation

Rahul Mazumder

S. Wright

Andrew Zheng

163

18 Aug 2019

HMLasso: Lasso with High Missing Rate

Masaaki Takada

Hironori Fujisawa

Takeichiro Nishikawa

360

01 Nov 2018

High-dimensional regression in practice: an empirical study of finite-sample prediction, variable selection and ranking

416

02 Aug 2018

Regularized Orthogonal Machine Learning for Nonlinear Semiparametric Models

Denis Nekipelov

Vira Semenova

Vasilis Syrgkanis

658

13 Jun 2018

A Theoretical Analysis of Sparse Recovery Stability of Dantzig Selector and LASSO

Yun-Bin Zhao

Duan Li

249

10 Nov 2017

CoCoLasso for High-dimensional Error-in-variables Regression

A. Datta

H. Zou

390

104

24 Oct 2015

Finding Dantzig selectors with a proximity operator based fixed-point algorithm

Ashley Prater

Lixin Shen

B. Suter

143

19 Feb 2015

Separation of undersampled composite signals using the Dantzig selector with overcomplete dictionaries

Ashley Prater

Lixin Shen

138

20 Jan 2015

Sparse Estimation From Noisy Observations of an Overdetermined Linear System

L. Dai

K. Pelckmans

223

12 Feb 2014

A problem dependent analysis of SOCP algorithms in noisy compressed sensing

M. Stojnic

320

29 Mar 2013

A framework to characterize performance of LASSO algorithms

M. Stojnic

576

132

29 Mar 2013

Least Absolute Gradient Selector: Statistical Regression via Pseudo-Hard Thresholding

Kun Yang

367

11 Apr 2012

Parallelism, Uniqueness, and Large-Sample Asymptotics for the Dantzig SelectorCanadian Journal of Statistics-revue Canadienne De Statistique (CJS), 2012

Lee H. Dicker

Xihong Lin

182

20 Mar 2012

Limiting Laws of Coherence of Random Matrices with Applications to Testing Covariance Structure and Construction of Compressed Sensing Matrices

Tony Cai

Tiefeng Jiang

224

207

14 Feb 2011

An Alternating Direction Method for Finding Dantzig Selectors

Zhaosong Lu

Ting Kei Pong

Yong Zhang

345

20 Nov 2010

Nearly unbiased variable selection under minimax concave penalty

Cun-Hui Zhang

731

3,902

25 Feb 2010

A Selective Overview of Variable Selection in High Dimensional Feature Space (Invited Review Article)

Jianqing Fan

Jinchi Lv

980

954

06 Oct 2009

Coherence-Based Performance Guarantees for Estimating a Sparse Vector Under Random NoiseIEEE Transactions on Signal Processing (TSP), 2009

Z. Ben-Haim

Yonina C. Eldar

Michael Elad

489

260

26 Mar 2009

$On Verifiable Sufficient Conditions for Sparse Signal Recovery via $\ell_1$ Minimization$

On Verifiable Sufficient Conditions for Sparse Signal Recovery via

\ell_1

MinimizationMathematical programming (Math. Program.), 2008

A. Juditsky

A. Nemirovski

361

144

16 Sep 2008

The sparsity and bias of the Lasso selection in high-dimensional linear regression

Cun-Hui Zhang

Jian Huang

963

891

07 Aug 2008

Simultaneous analysis of Lasso and Dantzig selector

Peter J. Bickel

Yaácov Ritov

Alexandre B. Tsybakov

1.1K

2,607

07 Jan 2008

Discussion: The Dantzig selector: Statistical estimation when ppp is much larger than nnn

Papers citing "Discussion: The Dantzig selector: Statistical estimation when $p$ is much larger than $n$"

Discussion: The Dantzig selector: Statistical estimation when ppp is much larger than nnn

Papers citing "Discussion: The Dantzig selector: Statistical estimation when $p$ is much larger than $n$"

Discussion: The Dantzig selector: Statistical estimation when $p$ is much larger than $n$

Discussion: The Dantzig selector: Statistical estimation when $p$ is much larger than $n$