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Variable selection, monotone likelihood ratio and group sparsity

The Annals of statistics, 2023-02, Vol.51 (1), p.312-333

2023

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Bayes and empirical-Bayes multiplicity adjustment in the variable-selection problem

The Annals of statistics, 2010-10, Vol.38 (5)

2010

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Nearly unbiased variable selection under minimax concave penalty

The Annals of statistics, 2010-04, Vol.38 (2)

Zhang, Cun-Hui

2010

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NEARLY UNBIASED VARIABLE SELECTION UNDER MINIMAX CONCAVE PENALTY

The Annals of statistics, 2010-04, Vol.38 (2), p.894-942

Zhang, Cun-Hui

2010

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A simple measure of conditional dependence

The Annals of statistics, 2021-12, Vol.49 (6), p.3070

2021

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ROBUST INFERENCE WITH KNOCKOFFS

The Annals of statistics, 2020-06, Vol.48 (3), p.1409-1431

2020

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ON THE COMPUTATIONAL COMPLEXITY OF HIGH-DIMENSIONAL BAYESIAN VARIABLE SELECTION

The Annals of statistics, 2016-12, Vol.44 (6), p.2497-2532

2016

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SUPPORT RECOVERY WITHOUT INCOHERENCE: A CASE FOR NONCONVEX REGULARIZATION

The Annals of statistics, 2017-12, Vol.45 (6), p.2455-2482

2017

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A power analysis for model-X knockoffs with ℓp-regularized statistics

The Annals of statistics, 2023-06, Vol.51 (3)

2023

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VARIABLE SELECTION WITH HAMMING LOSS

The Annals of statistics, 2018-10, Vol.46 (5), p.1837-1875

2018

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Powerful knockoffs via minimizing reconstructability

The Annals of statistics, 2022-02, Vol.50 (1), p.252

2022

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The Sparsity and Bias of the Lasso Selection in High-Dimensional Linear Regression

The Annals of statistics, 2008-08, Vol.36 (4), p.1567-1594

2008

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Strong selection consistency of Bayesian vector autoregressive models based on a pseudo-likelihood approach

The Annals of statistics, 2021-06, Vol.49 (3), p.1267

2021

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FEATURE ELIMINATION IN KERNEL MACHINES IN MODERATELY HIGH DIMENSIONS

The Annals of statistics, 2019-02, Vol.47 (1), p.497-526

2019

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SPARSISTENCY AND AGNOSTIC INFERENCE IN SPARSE PCA

The Annals of statistics, 2015-02, Vol.43 (1), p.299-322

2015

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THE BENEFIT OF GROUP SPARSITY

The Annals of statistics, 2010-08, Vol.38 (4), p.1978-2004

2010

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WHICH BRIDGE ESTIMATOR IS THE BEST FOR VARIABLE SELECTION?

The Annals of statistics, 2020-10, Vol.48 (5), p.2791-2823

2020

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Concordance and value information criteria for optimal treatment decision

The Annals of statistics, 2021-02, Vol.49 (1), p.49

2021

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ISOTONIC REGRESSION IN MULTI-DIMENSIONAL SPACES AND GRAPHS

The Annals of statistics, 2020-12, Vol.48 (6), p.3672-3698

2020

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Spike and slab variable selection : Frequentist and bayesian strategies

The Annals of statistics, 2005-04, Vol.33 (2), p.730-773

2005

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Generalization error bounds of dynamic treatment regimes in penalized regression-based learning

The Annals of statistics, 2022-08, Vol.50 (4), p.2047

2022

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GRID: A VARIABLE SELECTION AND STRUCTURE DISCOVERY METHOD FOR HIGH DIMENSIONAL NONPARAMETRIC REGRESSION

The Annals of statistics, 2020-06, Vol.48 (3), p.1848-1874

2020

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Grouped variable selection with discrete optimization: Computational and statistical perspectives

The Annals of statistics, 2023-02, Vol.51 (1), p.1

2023

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DOUBLE-SLICING ASSISTED SUFFICIENT DIMENSION REDUCTION FOR HIGH-DIMENSIONAL CENSORED DATA

The Annals of statistics, 2020-08, Vol.48 (4), p.2132-2154

2020

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Variable selection consistency of Gaussian process regression

The Annals of statistics, 2021-10, Vol.49 (5), p.2491

2021

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Variable selection, monotone likelihood ratio and group sparsity

Bayes and empirical-Bayes multiplicity adjustment in the variable-selection problem

Nearly unbiased variable selection under minimax concave penalty

NEARLY UNBIASED VARIABLE SELECTION UNDER MINIMAX CONCAVE PENALTY

A simple measure of conditional dependence

ROBUST INFERENCE WITH KNOCKOFFS

ON THE COMPUTATIONAL COMPLEXITY OF HIGH-DIMENSIONAL BAYESIAN VARIABLE SELECTION

SUPPORT RECOVERY WITHOUT INCOHERENCE: A CASE FOR NONCONVEX REGULARIZATION

A power analysis for model-X knockoffs with ℓp-regularized statistics

VARIABLE SELECTION WITH HAMMING LOSS

Powerful knockoffs via minimizing reconstructability

The Sparsity and Bias of the Lasso Selection in High-Dimensional Linear Regression

Strong selection consistency of Bayesian vector autoregressive models based on a pseudo-likelihood approach

FEATURE ELIMINATION IN KERNEL MACHINES IN MODERATELY HIGH DIMENSIONS

SPARSISTENCY AND AGNOSTIC INFERENCE IN SPARSE PCA

THE BENEFIT OF GROUP SPARSITY

WHICH BRIDGE ESTIMATOR IS THE BEST FOR VARIABLE SELECTION?

Concordance and value information criteria for optimal treatment decision

ISOTONIC REGRESSION IN MULTI-DIMENSIONAL SPACES AND GRAPHS

Spike and slab variable selection : Frequentist and bayesian strategies

Generalization error bounds of dynamic treatment regimes in penalized regression-based learning

GRID: A VARIABLE SELECTION AND STRUCTURE DISCOVERY METHOD FOR HIGH DIMENSIONAL NONPARAMETRIC REGRESSION

Grouped variable selection with discrete optimization: Computational and statistical perspectives

DOUBLE-SLICING ASSISTED SUFFICIENT DIMENSION REDUCTION FOR HIGH-DIMENSIONAL CENSORED DATA

Variable selection consistency of Gaussian process regression

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