← All authors Ming Yuan Columbia University (from arXiv:2603.24833, 2026) · ORCID · OpenAlex
97 papers in scope · 94 published · 4 on the econ.EM arXiv · 14,936 citations · h-index 35 (over the papers listed here)
Related authors The 20 authors closest to this one in our weighted citation graph, most related first.
Jungjun Choi Yuling Yan Zhongyuan Lyu Yuheng Zheng Jushan Bai Serena Ng Jianqing Fan Munther A. Dahleh Anish Agarwal Dennis Shen Martin J. Wainwright Yuan Liao Ercument Cahan Devavrat Shah Xiufan Yu Guanhao Zhou Songnian Chen Mohsen Bayati Victor Chernozhukov Christian Hansen Proximity is measured over citations between two papers we both hold, weighted by how heavily one leans on the other, and is symmetric — it does not distinguish citing from being cited. Authors without a profile here are skipped, and a genuinely close colleague can be missing simply because their work is not in our arXiv corpus. Method: docs/06-citations-pipeline.md .
Papers (5 of 97)
A unified self-adaptive weighted ADMM framework for sparse identification of nonlinear dynamical systems from noisy measurements
published 2026 · Journal of Sound and Vibration
with Changming Cheng, Shangyu Zhao, Zhike Peng
working paper 2026 · arXiv
published 2025 · Journal of Econometrics · 3 citations · first circulated 2024
working paper 2025 · arXiv
Large-dimensional independent component analysis: Statistical optimality and computational tractability
published 2025 · The Annals of Statistics · 5 citations
with Arnab Auddy
working paper 2025 · arXiv
Tensors in High-Dimensional Data Analysis: Methodological Opportunities and Theoretical Challenges
published 2024 · Annual Review of Statistics and Its Application · 8 citations
with Arnab Auddy, Dong Xia
Mode-wise principal subspace pursuit and matrix spiked covariance model
published 2024 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2 citations · first circulated 2023
with Runshi Tang, Anru R. Zhang
published 2024 · Journal of the American Statistical Association · 6 citations · first circulated 2023
Why Naive $ 1/N $ Diversification Is Not So Naive, and How to Beat It?
published 2023 · Journal of Financial and Quantitative Analysis · 31 citations · first circulated 2021
with Guofu Zhou
Higher-Order Least Squares: Assessing Partial Goodness of Fit of Linear Causal Models
published 2023 · Journal of the American Statistical Association · 5 citations · first circulated 2021
Perturbation bounds for (nearly) orthogonally decomposable tensors with statistical applications
published 2023 · Information and Inference A Journal of the IMA · 5 citations
with Arnab Auddy
On Estimating Rank-One Spiked Tensors in the Presence of Heavy Tailed Errors
published 2022 · IEEE Transactions on Information Theory · 8 citations
with Arnab Auddy
Fuzzy hierarchical network embedding fusing structural and neighbor information
published 2022 · Information Sciences · 6 citations
with Qun Liu, Hang Shu, Guoyin Wang
Characterizing Spatiotemporal Transcriptome of the Human Brain Via Low-Rank Tensor Decomposition
published 2022 · Statistics in Biosciences · 21 citations · first circulated 2017
with Tianqi Liu, Hongyu Zhao
Comments on “Factor Models for High-Dimensional Tensor Time Series”
published 2022 · Journal of the American Statistical Association · 1 citations
with Jialin Ouyang
Editorial: Memorial issue for Charles Stein
published 2021 · The Annals of Statistics
with Richard J. Samworth
Statistically optimal and computationally efficient low rank tensor completion from noisy entries
published 2021 · The Annals of Statistics · 50 citations · first circulated 2017
Effective Tensor Sketching via Sparsification
published 2021 · IEEE Transactions on Information Theory · 7 citations · first circulated 2017
with Dong Xia
On the Optimality of Kernel-Embedding Based Goodness-of-Fit Tests
published 2021 · Journal of Machine Learning Research · 13 citations · first circulated 2017
Statistical Inferences of Linear Forms for Noisy Matrix Completion
published 2020 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 36 citations · first circulated 2019
with Dong Xia
Comment: From Ridge Regression to Methods of Regularization
published 2020 · Technometrics · 12 citations
FACTORISABLE MULTITASK QUANTILE REGRESSION
published 2020 · Econometric Theory · 5 citations · first circulated 2015
ISLET: Fast and Optimal Low-Rank Tensor Regression via Importance Sketching
published 2020 · SIAM Journal on Mathematics of Data Science · 45 citations · first circulated 2019
with Anru R. Zhang, Yuetian Luo, Garvesh Raskutti
Structured Correlation Detection with Application to Colocalization Analysis in Dual-Channel Fluorescence Microscopic Imaging
published 2019 · Statistica Sinica · 5 citations · first circulated 2016
Convex regularization for high-dimensional multiresponse tensor regression
published 2019 · The Annals of Statistics · 17 citations · first circulated 2015
with Garvesh Raskutti, Han Chen
On Polynomial Time Methods for Exact Low-Rank Tensor Completion
published 2019 · Foundations of Computational Mathematics · 57 citations · first circulated 2017
with Dong Xia
Efficient multivariate entropy estimation via $k$-nearest neighbour distances
published 2018 · The Annals of Statistics · 116 citations · first circulated 2016
with Thomas B. Berrett, Richard J. Samworth
Global testing against sparse alternatives under Ising models
published 2018 · The Annals of Statistics · 32 citations · first circulated 2016
with Rajarshi Mukherjee, Sumit Mukherjee
Combined Hypothesis Testing on Graphs With Applications to Gene Set Enrichment Analysis
published 2018 · Journal of the American Statistical Association · 2 citations · first circulated 2016
with Shulei Wang
Statistical process control procedures for functional data with systematic local variations
published 2017 · IISE Transactions · 6 citations
with Young-Seon Jeong, Myong K. Jeong, Jye-Chyi Lu, Jionghua Jin
Automated and Robust Quantification of Colocalization in Dual-Color Fluorescence Microscopy: A Nonparametric Statistical Approach
published 2017 · IEEE Transactions on Image Processing · 18 citations
with Shulei Wang, Ellen T. Arena, Kevin W. Eliceiri
Incoherent Tensor Norms and Their Applications in Higher Order Tensor Completion
published 2017 · IEEE Transactions on Information Theory · 62 citations · first circulated 2016
Minimax optimal rates of estimation in high dimensional additive models
published 2016 · The Annals of Statistics · 51 citations · first circulated 2015
with Ding-Xuan Zhou
Degrees of freedom in low rank matrix estimation
published 2016 · Science China Mathematics · 11 citations
Computationally and Efficient Inference for Complex Large-scale Data
published 2016 · Oberwolfach Reports
with Gilles Blanchard, Nicolai Meinshausen, Richard J. Samworth
Comment
published 2016 · Journal of the American Statistical Association · 2 citations
with Jun Fan
Efficient Portfolio Selection in a Large Market
published 2016 · Journal of Financial Econometrics · 41 citations
with Jiaqin Chen
Optimal large-scale quantum state tomography with Pauli measurements
published 2016 · The Annals of Statistics · 29 citations
with Tommaso Cai, Donggyu Kim, Yazhen Wang, Harrison H. Zhou
Distance Shrinkage and Euclidean Embedding via Regularized Kernel Estimation
published 2016 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 15 citations · first circulated 2014
with Luwan Zhang, Grace Wahba
Discussion of “Estimating structured high-dimensional covariance and precision matrices: Optimal rates and adaptive estimation”
published 2016 · Electronic Journal of Statistics · 1 citations
On sparse representation for optimal individualized treatment selection with penalized outcome weighted learning
published 2015 · Stat · 70 citations
Minimax and Adaptive Estimation of Covariance Operator for Random Variables Observed on a Lattice Graph
published 2015 · Journal of the American Statistical Association · 12 citations
with Tommaso Cai
Doubly robust learning for estimating individualized treatment with censored data
published 2014 · Biometrika · 154 citations
Statistical Significance of Clustering Using Soft Thresholding
published 2014 · Journal of Computational and Graphical Statistics · 67 citations
with Hanwen Huang, Yufeng Liu, J. S. Marron
Risk Classification With an Adaptive Naive Bayes Kernel Machine Model
published 2014 · Journal of the American Statistical Association · 27 citations
with Jessica Minnier, Jun S. Liu, Tianxi Cai
Discussion: “A significance test for the lasso”
published 2014 · The Annals of Statistics · 2 citations
with Tommaso Cai
Regularized principal components of heritability
published 2013 · Computational Statistics · 4 citations
Comments on “Grouping strategies and thresholding for high dimension linear models”
published 2013 · Journal of Statistical Planning and Inference
Independent component analysis via nonparametric maximum likelihood estimation
published 2012 · The Annals of Statistics · 59 citations
with Richard J. Samworth
Radial basis function regularization for linear inverse problems with random noise
published 2012 · Journal of Multivariate Analysis · 9 citations
with Carlos Valencia
Minimax and Adaptive Prediction for Functional Linear Regression
published 2012 · Journal of the American Statistical Association · 185 citations
with Tommaso Cai
High-dimensional semiparametric Gaussian copula graphical models
published 2012 · The Annals of Statistics · 540 citations
Adaptive covariance matrix estimation through block thresholding
published 2012 · The Annals of Statistics · 125 citations
with Tommaso Cai
A direct approach to sparse discriminant analysis in ultra-high dimensions
published 2012 · Biometrika · 221 citations
with Qun Mai, Hui Zou
Optimal estimation of the mean function based on discretely sampled functional data: Phase transition
published 2011 · The Annals of Statistics · 109 citations
with Tommaso Cai
On the identifiability of additive index models
published 2011 · Statistica Sinica · 33 citations
An Empirical Bayes' Approach to Joint Analysis of Multiple Microarray Gene Expression Studies
published 2011 · Biometrics · 16 citations
with Lingyan Ruan
Reinforced Multicategory Support Vector Machines
published 2011 · Journal of Computational and Graphical Statistics · 65 citations
with Yufeng Liu
A Bayesian method for calibrating computer models to test data
published 2011 · Inverse Problems in Science and Engineering · 3 citations
with Y.K. Lee, Dimitri N. Mavris, Vitali Volovoi
LASSO model adaptation for automatic speech recognition
published 2011 · International Conference on Machine Learning · 9 citations
with Jinyu Li, Chin-Hui Lee
no link
A reproducing kernel Hilbert space approach to functional linear regression
published 2010 · The Annals of Statistics · 292 citations
with Tommaso Cai
Sparsity in multiple kernel learning
published 2010 · The Annals of Statistics · 198 citations
with Vladimir Koltchinskii
High Dimensional Inverse Covariance Matrix Estimation via Linear Programming
published 2010 · Journal of Machine Learning Research · 353 citations
no link
Statistical Methods for Fighting Financial Crimes
published 2010 · Technometrics · 7 citations
with Agus Sudjianto, Sheela Nair, Aijun Zhang, Daniel Kern, Fernando Cela-Díaz
Dimension reduction and parameter estimation for additive index models
published 2010 · Statistics and Its Interface · 13 citations
with Lingyan Ruan
Structured variable selection and estimation
published 2009 · The Annals of Applied Statistics · 114 citations
with V. Roshan Joseph, Hui Zou
Efficient Global Approximation of Generalized Nonlinear ℓ 1 -Regularized Solution Paths and Its Applications
published 2009 · Journal of the American Statistical Association · 11 citations
with Hui Zou
Large Gaussian Covariance Matrix Estimation With Markov Structures
published 2009 · Journal of Computational and Graphical Statistics · 22 citations
with Xinwei Deng
Efficient Computation of ℓ 1 Regularized Estimates in Gaussian Graphical Models
published 2008 · Journal of Computational and Graphical Statistics · 35 citations
Regularized parameter estimation of high dimensional t distribution
published 2008 · Journal of Statistical Planning and Inference · 16 citations
with Jianhua Z. Huang
Regularized simultaneous model selection in multiple quantiles regression
published 2008 · Computational Statistics & Data Analysis · 82 citations
with Hui Zou
Composite quantile regression and the oracle model selection theory
published 2008 · The Annals of Statistics · 611 citations
with Hui Zou
Structured variable selection in support vector machines
published 2008 · Electronic Journal of Statistics · 11 citations
with Seongho Wu, Hui Zou
Sparse Recovery in Large Ensembles of Kernel Machines On-Line Learning and Bandits.
published 2008 · Conference on Learning Theory · 34 citations
with Vladimir Koltchinskii
no link
An Efficient Variable Selection Approach for Analyzing Designed Experiments
published 2007 · Technometrics · 82 citations
with V. Roshan Joseph, Yi Lin
Dimension reduction and coefficient estimation in multivariate linear regression Series B Statistical methodology
published 2007 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 327 citations
with Ali Ekici, Zhaosong Lu, Renato D. C. Monteiro
On the Non-Negative Garrotte Estimator
published 2007 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 272 citations
with Yi Lin
Model selection and estimation in the Gaussian graphical model
published 2007 · Biometrika · 1737 citations
with Yi Lin
A note on robust kernel principal component analysis
published 2007 · Contemporary mathematics - American Mathematical Society · 2 citations
with Xinwei Deng, Agus Sudjianto
Nonparametric smoothing and its applications in biomedical imaging
published 2007 · AIP conference proceedings · 1 citations
with John D. Carew, Onur Şeref, O. Erhun Kundakcioglu, Pãnos M. Pardalos
Anomaly Detection in High-Dimensional Financial Databases.
published 2007 · MLMTA
with Agus Sudjianto, Fernando Cela-Díaz, Aijun Zhang
no link
Hidden Markov Models for Microarray Time Course Data in Multiple Biological Conditions
published 2006 · Journal of the American Statistical Association · 84 citations
with Christina Kendziorski
Rejoinder
published 2006 · Journal of the American Statistical Association · 1 citations
with Christina Kendziorski
A Unified Approach for Simultaneous Gene Clustering and Differential Expression Identification
published 2006 · Biometrics · 48 citations
with Christina Kendziorski
Statistical Methods for Expression Quantitative Trait Loci (eQTL) Mapping
published 2006 · Biometrics · 171 citations
with Christina Kendziorski, M. Chen, H. Lan, Alan Attie
Flexible temporal expression profile modelling using the Gaussian process
published 2005 · Computational Statistics & Data Analysis · 29 citations
Model Selection and Estimation in Regression with Grouped Variables
published 2005 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 7487 citations
with Yi Lin
Semiparametric censorship model with covariates
published 2005 · Test · 13 citations
Efficient Empirical Bayes Variable Selection and Estimation in Linear Models
published 2005 · Journal of the American Statistical Association · 215 citations
with Yi Lin
Automatic Smoothing for Poisson Regression
published 2005 · Communication in Statistics-Theory and Methods · 5 citations
GACV for quantile smoothing splines
published 2004 · Computational Statistics & Data Analysis · 158 citations
Doubly penalized likelihood estimator in heteroscedastic regression
published 2004 · Statistics & Probability Letters · 39 citations
with Grace Wahba
Deconvolving Multivariate Density from Random Field
published 2003 · Statistical Inference for Stochastic Processes · 1 citations
A Central Limit Theorem for Random Fields of Negatively Associated Processes
published 2003 · Journal of Theoretical Probability · 11 citations
with Chun Su, Taizhong Hu
Deconvolving multidimensional density from partially contaminated observations
published 2002 · Journal of Statistical Planning and Inference · 7 citations
with Jiaqin Chen
Full scale developing thin glutinite extra-heavy oil in block Cao 13 by horizontal well thermal recovery
published 2002 · Special Oil & Gas Reservoirs · 3 citations
no link
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