← All authors Chenlei Leng University of Warwick (from arXiv:2401.05784, 2024) · ORCID · OpenAlex
63 papers in scope · 62 published · 2 on the econ.EM arXiv · 2,979 citations · h-index 25 (over the papers listed here)
Papers (2 of 63)
Residual Importance Weighted Transfer Learning for High-dimensional Linear Regression
published 2026 · Journal of the American Statistical Association · first circulated 2023
with Junlong Zhao, Shengbin Zheng
Universally Consistent Tests for the Graph of a Gaussian Graphical Model
published 2025 · Statistica Sinica
with Thien-Minh Le, Ping-Shou Zhong
Modelling directed networks with reciprocity
published 2025 · Biometrika · first circulated 2024
with Rui Feng
A Sparse Beta Regression Model for Network Analysis
published 2024 · Journal of the American Statistical Association · 5 citations
with Stefan Stein, Rui Feng
Applied regression analysis of correlations for correlated data
published 2024 · The Annals of Applied Statistics · 6 citations · first circulated 2021
working paper 2024 · arXiv · 3 citations
Optimal Subsampling Bootstrap for Massive Data
published 2023 · Journal of Business and Economic Statistics · 6 citations
Impact of geographic diversity on citation of collaborative research
published 2023 · Quantitative Science Studies · 20 citations · first circulated 2022
with Cian Naik, Cassidy R. Sugimoto, Vincent Larivière, Weisi Guo
Fallacy of data‐selective inference in modelling networks
published 2022 · Stat · 1 citations
with Stefan Stein
published 2021 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 23 citations · first circulated 2019
Wang and Leng (2016), High-Dimensional Ordinary Least-Squares Projection for Screening Variables, Journal of The Royal Statistical Society Series B, 78, 589–611
published 2021 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2 citations
Dimension reduction for covariates in network data
published 2021 · Biometrika · 9 citations
Nonparametric estimation of large covariance matrices with conditional sparsity
published 2020 · Journal of Econometrics · 24 citations
A guided analytics tool for feature selection in steel manufacturing with an application to blast furnace top gas efficiency
published 2020 · Computational Materials Science · 11 citations
with Stefan Stein, Steve Thornton, Michel F. Randrianandrasana
Semiparametric Tail Index Regression
published 2020 · Journal of Business and Economic Statistics · 13 citations
with Rui Li, Jinhong You
Dynamic linear discriminant analysis in high dimensional space
published 2020 · Bernoulli · 17 citations · first circulated 2017
with Binyan Jiang, Ziqi Chen
Provable Subspace Clustering: When LRR Meets SSC
published 2019 · IEEE Transactions on Information Theory · 154 citations
Multiple Influential Point Detection in High Dimensional Regression Spaces
published 2019 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 15 citations · first circulated 2016
with Junlong Zhao, Chao Liu, Lu Niu
Spectral analysis of high-dimensional time series
published 2019 · Electronic Journal of Statistics · 30 citations · first circulated 2018
with Mark Fiecas, Weidong Liu, Yi Yu
Covariance estimation via sparse Kronecker structures
published 2018 · Bernoulli · 24 citations
Statistical Inference in a Directed Network Model With Covariates
published 2018 · Journal of the American Statistical Association · 90 citations · first circulated 2016
with Ting Yan, Binyan Jiang, Stephen E. Fienberg
Discrete Longitudinal Data Modeling with a Mean-Correlation Regression Approach
published 2017 · Statistica Sinica · 10 citations
A Semiparametric Regression Model for Longitudinal Data with Non‐stationary Errors
published 2017 · Scandinavian Journal of Statistics · 2 citations
with Rui Li, Jinhong You
Discussion of ‘regularized regression for categorical data’ by Tutz and Gertheiss
published 2016 · Statistical Modelling · 1 citations
Asymptotics in directed exponential random graph models with an increasing bi-degree sequence
published 2015 · The Annals of Statistics · 76 citations
with Ting Yan, Ji Zhu
High dimensional discrimination analysis via a semiparametric model
published 2015 · Statistics & Probability Letters · 4 citations
with Binyan Jiang
High Dimensional Ordinary Least Squares Projection for Screening Variables
published 2015 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 127 citations
with Xiangyu Wang
Dynamic Covariance Models
published 2015 · Journal of the American Statistical Association · 41 citations
with Ziqi Chen
A simulation study of the $p_1$ model for directed random graphs
published 2015 · Statistics and Its Interface · 5 citations
with Ting Yan
Convex Optimization Procedure for Clustering: Theoretical Revisit
published 2014 · Neural Information Processing Systems · 57 citations
with Changbo Zhu, Huan Xu, Shuicheng Yan
no link
Sparse estimation of high-dimensional correlation matrices
published 2014 · Computational Statistics & Data Analysis · 45 citations
with Ying Cui, Defeng Sun
Local linear estimation of covariance matrices via Cholesky decomposition
published 2014 · Statistica Sinica · 18 citations
with Ziqi Chen
A Joint Modelling Approach for Longitudinal Studies
published 2014 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 87 citations
High-dimensional influence measure
published 2013 · The Annals of Statistics · 29 citations
Gradient-Based Kernel Dimension Reduction for Regression
published 2013 · Journal of the American Statistical Association · 70 citations
Bayesian adaptive Lasso
published 2013 · Annals of the Institute of Statistical Mathematics · 150 citations · first circulated 2010
A general semiparametric hazards regression model: efficient estimation and structure selection
published 2013 · Statistics in Medicine · 5 citations
with Xingwei Tong, Liang Zhu, Wendy M. Leisenring, Leslie L. Robison
A HYBRID BOOTSTRAP APPROACH TO UNIT ROOT TESTS
published 2013 · Journal of Time Series Analysis · 18 citations
Structured lasso for regression with matrix covariates
published 2013 · Statistica Sinica · 27 citations
with Junlong Zhao
A quantile regression estimator for censored data
published 2013 · Bernoulli · 47 citations
with Xingwei Tong
Censored quantile regression via Box-Cox transformation under conditional independence
published 2012 · Statistica Sinica · 11 citations
with Xingwei Tong
Smoothing combined estimating equations in quantile regression for longitudinal data
published 2012 · Statistics and Computing · 60 citations
with Weiping Zhang
Sparse Matrix Graphical Models
published 2012 · Journal of the American Statistical Association · 115 citations
Improving variance function estimation in semiparametric longitudinal data analysis
published 2011 · Canadian Journal of Statistics · 3 citations
The predictive Lasso
published 2011 · Statistics and Computing · 15 citations · first circulated 2010
An empirical likelihood approach to quantile regression with auxiliary information
published 2011 · Statistics & Probability Letters · 25 citations
Parametric variable selection in generalized partially linear models with an application to assess condom use by HIV‐infected patients
published 2011 · Statistics in Medicine · 4 citations
with Hua Liang, Neil Martinson
Model selection in validation sampling: An asymptotic likelihood-based LASSO approach
published 2011 · Statistica Sinica · 3 citations
with Denis H. Y. Leung
Penalized high-dimensional empirical likelihood
published 2010 · Biometrika · 114 citations
Semiparametric Mean–Covariance Regression Analysis for Longitudinal Data
published 2010 · Journal of the American Statistical Association · 4 citations
with Weiping Zhang, Jianxin Pan
Bayesian projection approaches to variable selection in generalized linear models
published 2010 · Computational Statistics & Data Analysis · 30 citations
Least squares approximation with a diverging number of parameters
published 2009 · Statistics & Probability Letters · 9 citations
with Bo Li
Statistical inference for induced L-statistics: a random perturbation approach
published 2009 · Journal of nonparametric statistics
with Jinfeng Xu, Lincheng Zhao
Rank-based variable selection with censored data
published 2009 · Statistics and Computing · 28 citations
with Jinfeng Xu, Zhiliang Ying
On General Adaptive Sparse Principal Component Analysis
published 2009 · Journal of Computational and Graphical Statistics · 8 citations
Shrinkage Tuning Parameter Selection with a Diverging number of Parameters
published 2008 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 448 citations
A simple approach for varying-coefficient model selection
published 2008 · Journal of Statistical Planning and Inference · 40 citations
A note on adaptive group lasso
published 2008 · Computational Statistics & Data Analysis · 350 citations
Clarification: Regression Model Selection—A Residual Likelihood Approach
published 2008 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 3 citations
with Peide Shi, Chih-Ling Tsai
Unified LASSO Estimation by Least Squares Approximation
published 2007 · Journal of the American Statistical Association · 357 citations
ACCELERATED FAILURE TIME MODELS WITH NONLINEAR COVARIATES EFFECTS
published 2007 · Australian & New Zealand Journal of Statistics · 6 citations
with Shuangge Ma
Path consistent model selection in additive risk model via Lasso
published 2007 · Statistics in Medicine · 42 citations
with Shuangge Ma
Model selection in nonparametric hazard regression
published 2006 · Journal of nonparametric statistics · 32 citations · first circulated 2005
with Hao Helen Zhang
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