Xuming He
Chinese-American statistician
Xuming He's AcademicInfluence.com Rankings

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Mathematics
Xuming He's Degrees
- Bachelors Mathematics Peking University
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Why Is Xuming He Influential?
(Suggest an Edit or Addition)According to Wikipedia, Xuming He is Professor and Inaugural Chair of Statistics and Data Science at the Washington University in St. Louis. He serves as President of the International Statistical Institute. Biography He earned a bachelor's degree in Applied Mathematics from Fudan University in 1984. He went to graduate school at University of Illinois at Urbana-Champaign in 1985 and received a Master's degree in Mathematics and then Ph.D. in Statistics in 1989. He joined the University of Michigan as H. C. Carver Collegiate Professor in 2011, and served as Department Chair from 2015 to 2020. He was appointed as the inaugural chair of the department of Statistics and Data Science at Washington University in St. Louis on July 1, 2023. His prior appointments include faculty positions at National University of Singapore and University of Illinois at Urbana-Champaign. His research interests include theory and methodology in robust statistics, semiparametric models, quantile regression, data depth, dimension reduction, and subgroup analysis. His interdisciplinary research aims to promote the better use of statistics in biosciences, climate studies, dysphagia research, and social-economic studies.
Xuming He's Published Works
Published Works
- Quantile regression (2019) (367)
- Quantile regression methods for reference growth charts (2006) (322)
- Quantile Curves without Crossing (1997) (308)
- Estimation in a semiparametric model for longitudinal data with unspecified dependence structure (2002) (254)
- A general bahadur representation of M-estimators and its application to linear regression with nonstochastic designs (1996) (235)
- Quantile-adaptive model-free variable screening for high-dimensional heterogeneous data (2013) (223)
- Head impacts during high school football: a biomechanical assessment. (2009) (216)
- Non-parametric quantification of protein lysate arrays (2007) (205)
- On Parameters of Increasing Dimensions (2000) (199)
- Practical Confidence Intervals for Regression Quantiles (2005) (190)
- Bayesian variable selection with shrinking and diffusing priors (2014) (174)
- Regression depth. Commentaries. Rejoinder (1999) (171)
- Monotone B-Spline Smoothing (1998) (171)
- Bivariate Tensor-Product B-Splines in a Partly Linear Model (1996) (165)
- Robust Estimation in Generalized Partial Linear Models for Clustered Data (2005) (161)
- Markov Chain Marginal Bootstrap (2002) (158)
- A Lack-of-Fit Test for Quantile Regression (2003) (154)
- Convergence rate of b-spline estimators of nonparametric conditional quantile functions ∗ (1994) (151)
- Wild bootstrap for quantile regression. (2011) (146)
- Handbook of quantile regression (2017) (139)
- Conditional growth charts (2006) (136)
- COBS: qualitatively constrained smoothing via linear programming (1999) (131)
- Bayesian empirical likelihood for quantile regression (2012) (125)
- High Breakdown Estimation for Multiple Populations with Applications to Discriminant Analysis (2000) (122)
- Quantile Regression Estimates for a Class of Linear and Partially Linear Errors-in-Variables Models (1997) (117)
- Estimation of High Conditional Quantiles for Heavy-Tailed Distributions (2012) (116)
- Breakdown robustness of tests (1990) (116)
- On the Stahel-Donoho estimator and depth-weighted means of multivariate data (2003) (110)
- A diet high in protein, dairy, and calcium attenuates bone loss over twelve months of weight loss and maintenance relative to a conventional high-carbohydrate diet in adults. (2008) (103)
- Inference for Subgroup Analysis With a Structured Logistic-Normal Mixture Model (2015) (100)
- Posterior Inference in Bayesian Quantile Regression with Asymmetric Laplace Likelihood (2016) (94)
- Asymptotic distributions of the maximal depth estimators for regression and multivariate location (1999) (89)
- Convergence of depth contours for multivariate datasets (1997) (87)
- Influence diagnostics and outlier tests for semiparametric mixed models (2002) (85)
- TAIL BEHAVIOR OF REGRESSION ESTIMATORS AND THEIR BREAKDOWN POINTS (1990) (85)
- Efficient randomized-adaptive designs (2009) (81)
- Bounded Influence and High Breakdown Point Testing Procedures in Linear Models (1994) (74)
- Power Transformation Toward a Linear Regression Quantile (2007) (71)
- Robust Direction Estimation (1992) (67)
- Lower Bounds for Contamination Bias: Globally Minimax Versus Locally Linear Estimation (1993) (67)
- Dimension reduction based on constrained canonical correlation and variable filtering (2008) (67)
- A local breakdown property of robust tests in linear regression (1991) (66)
- A study of inter-lab and inter-platform agreement of DNA microarray data (2005) (65)
- Median regression for longitudinal data (2003) (63)
- Teledynamic evaluation of oropharyngeal swallowing. (2011) (62)
- GLOBALLY ADAPTIVE QUANTILE REGRESSION WITH ULTRA-HIGH DIMENSIONAL DATA. (2015) (56)
- Quantile splines with several covariates (1999) (54)
- Detecting Differential Expressions in GeneChip Microarray Studies (2007) (54)
- Reweighted LS Estimators Converge at the same Rate as the Initial Estimator (1992) (54)
- On the limiting distributions of multivariate depth-based rank sum statistics and related tests (2006) (53)
- Robust estimates in generalized partially linear models (2006) (50)
- Bolus location associated with videofluoroscopic and respirodeglutometric events. (2005) (48)
- Reproducibility Probability Score—incorporating measurement variability across laboratories for gene selection (2006) (48)
- Enhanced Quantile Normalization of Microarray Data to Reduce Loss of Information in Gene Expression Profiles (2007) (47)
- Bent Line Quantile Regression with Application to an Allometric Study of Land Mammals' Speed and Mass (2011) (45)
- Breakdown points of t-type regression estimators (2000) (43)
- Inappropriate prescriptions for the aging population of the United States: an analysis of the National Ambulatory Medical Care Survey, 1997 (2002) (42)
- Inference for single-index quantile regression models with profile optimization (2016) (40)
- On the asymptotics of marginal regression splines with longitudinal data (2008) (39)
- ON REGRESSION ESTIMATORS WITH DE-NOISED VARIABLES (2002) (38)
- Bayesian quantile regression with approximate likelihood (2015) (35)
- Asymptotic distributions of principal components based on robust dispersions (2003) (31)
- On median-type estimators of direction for the von Mises-Fisher distribution (1993) (30)
- A Robust Journey in the New Millennium (2000) (27)
- An informative subset-based estimator for censored quantile regression (2012) (27)
- Skinny Gibbs: A Consistent and Scalable Gibbs Sampler for Model Selection (2018) (27)
- Prediction of Functional Status for the Elderly Based on a New Ordinal Regression Model (2010) (26)
- Debiased Inference on Treatment Effect in a High-Dimensional Model (2019) (25)
- Linear regression after spline transformation (1997) (25)
- Inference on Selected Subgroups in Clinical Trials (2020) (24)
- Smoothed Quantile Regression with Large-Scale Inference. (2020) (24)
- A New Approach to Censored Quantile Regression Estimation (2018) (21)
- HIGH DIMENSIONAL CENSORED QUANTILE REGRESSION. (2018) (18)
- Dissecting Early Differentially Expressed Genes in a Mixture of Differentiating Embryonic Stem Cells (2009) (18)
- Local Influence Analysis for Penalized Gaussian Likelihood Estimators in Partially Linear Models (2003) (18)
- An Improved Iterative Proportional Scaling Procedure for Gaussian Graphical Models (2011) (17)
- M-estimation for linear models with spatially-correlated errors (2004) (17)
- Longitudinal data analysis using t-type regression (2004) (17)
- Quantile regression with doubly censored data (2012) (16)
- Three-step estimation in linear mixed models with skew-t distributions (2008) (16)
- A chi-square test for dimensionality with non-Gaussian data (2004) (16)
- Sieve maximum likelihood estimation for doubly semiparametric zero-inflated Poisson models (2010) (16)
- Tree-Based Methods and Their Applications (2006) (16)
- Some asymptotic results on bivariate quantile splines (2000) (15)
- A data-adaptive knot selection scheme for fitting splines (2001) (15)
- Extensions of the Markov chain marginal bootstrap (2007) (14)
- Bahadur efficiency and robustness of studentized score tests (1996) (13)
- Inference on multiple correlation coefficients with moderately high dimensional data (2014) (13)
- Understanding Statistics and Statistics Education: A Chinese Perspective (2009) (13)
- Asymptotics Of The Deepest Line (1998) (13)
- An Enhanced Quantile Approach for Assessing Differential Gene Expressions (2008) (12)
- A data‐driven approach to conditional screening of high‐dimensional variables (2016) (12)
- LAW OF THE ITERATED LOGARITHM AND INVARIANCE PRINCIPLE FOR M-ESTIMATORS (1995) (12)
- Lower Rank Approximation of Matrices Based on Fast and Robust Alternating Regression (2008) (12)
- Modulation of natural variability on a trend analysis of the updated cohesive SBUV(/2) total ozone (2009) (12)
- Bivariate Downscaling With Asynchronous Measurements (2012) (11)
- Inference on Low-Rank Data Matrices with Applications to Microarray Data. (2009) (10)
- Robust low-rank data matrix approximations (2017) (10)
- Detection of treatment effects by covariate-adjusted expected shortfall (2010) (10)
- Bayesian analysis of the patterns of biological susceptibility via reversible jump MCMC sampling (2011) (10)
- Quantile Regression for Spatially Correlated Data: an Empirical Likelihood Approach (2014) (10)
- Singular Value Decomposition–Based Alternative Splicing Detection (2009) (9)
- A simple and competitive estimator of location (1994) (9)
- Assessment of impaired coordination between respiration and deglutition in children and young adults with ataxia telangiectasia (2016) (9)
- A nationwide survey of physician office visits found that inappropriate antibiotic prescriptions were issued for bacterial respiratory tract infections in ambulatory patients. (2005) (8)
- ASYMPTOTIC DISTRIBUTIONS OF THE MAXIMAL DEPTH ESTIMATORS FOR REGRESSION AND MULITVARIATE LOCATION (2008) (8)
- Robust and efficient estimation under data grouping (2006) (7)
- Adjustment of Measuring Devices With Linear Models (2004) (7)
- Contributions to the theory of statistical breakdown (1989) (7)
- On marginal estimation in a semiparametric model for longitudinal data with time-independent covariates (2002) (6)
- Modeling and prediction of children’s growth data via functional principal component analysis (2009) (6)
- Correction: Quantile-adaptive model-free variable screening for high-dimensional heterogeneous data (2013) (6)
- Hypothesis testing for regional quantiles (2017) (6)
- Reno: regularized non-parametric analysis of protein lysate array data (2012) (6)
- Challenges and Opportunities in Statistics and Data Science: Ten Research Areas (2020) (5)
- Inference based on adaptive grid selection of probability transforms (2016) (5)
- Introduction to robust statistics * (2012) (5)
- Dantzig-type penalization for multiple quantile regression with high dimensional covariates (2017) (5)
- A Multistep Protein Lysate Array Quantification Method and its Statistical Properties (2011) (5)
- Marginal versus joint Box–Cox transformation with applications to percentile curve construction for IgG subclasses and blood pressures (2003) (4)
- Finding the minimal set for collapsible graphical models (2011) (4)
- Statistical inference-based on robust low-rank data matrix approximation (2014) (4)
- Role security access control of the distributed object systems (2014) (3)
- Generalized F Test and Generalized Deviance Test in Two-Way ANOVA Models for Randomized Trials (2014) (3)
- Breakdown versus efficiency — your perspective matters (1994) (3)
- On the predictive risk in misspecified quantile regression (2018) (3)
- Bias Correction in RNA-Seq Short-Read Counts Using Penalized Regression (2013) (3)
- Effects of Age, Gender, Bolus Volume and Viscosity on Acoustic Signals of Normal Swallowing (2007) (3)
- Searching for Alternative Splicing With a Joint Model on Probe Measurability and Expression Intensities (2012) (2)
- Discussion of "Breakdown and groups" by P. L. Davies and U. Gather (2005) (2)
- A Conversation with Roger Koenker (2017) (2)
- Regression Depth: Comment (1999) (2)
- A tail-based test to detect differential expression in RNA-sequencing data (2020) (2)
- Statistical Analysis of ROOFER Database from 21 Army Installations: Assessment of Army Membrane Roofing Inventory and Effects of Various Factors on Roof Condition. (1997) (2)
- Penalized likelihood for logistic-normal mixture models with unequal variances (2017) (2)
- ANALYSIS OF GLOBAL AND LOCAL OPTIMA OF REGULARIZED QUANTILE REGRESSION IN HIGH DIMENSIONS: A SUBGRADIENT APPROACH (2022) (2)
- Discussion of “multivariate functional outlier detection” (2015) (1)
- Editorial for the special issue on quantile regression and semiparametric methods (2012) (1)
- Mini-Workshop: Frontiers in Quantile Regression (2012) (1)
- SUPPLEMENT TO “ SCALABLE AND CONSISTENT VARIABLE SELECTION FOR HIGH DIMENSIONAL LOGISTIC REGRESSION (2015) (1)
- A mixture factor model with applications to microarray data (2019) (1)
- Bayesian joint-quantile regression (2020) (1)
- Robust Estimation and Inference for Expected Shortfall Regression with Many Regressors (2022) (1)
- Hypothesis Testing for Block-structured Correlation for High Dimensional Variables (2022) (1)
- ESTIMATING THE ROOT OF A NONPARAMETRIC REGRESSION FUNCTION IN A ROBUST FASHION (1990) (1)
- Statistical inference for multiple change‐point models (2020) (1)
- Model-based bootstrap for detection of regional quantile treatment effects (2021) (1)
- From regression rank scores to robust inference for censored quantile regression (2022) (1)
- Likelihood ratio test for discordancy with slippage alternatives (1990) (1)
- Scalable estimation and inference for censored quantile regression process (2022) (1)
- An omnibus test for detection of subgroup treatment effects via data partitioning (2022) (1)
- Bias Correction in RNA-Seq Short-Read Counts Using Penalized Regression (2012) (0)
- Discussion of “multivariate functional outlier detection” (2015) (0)
- In honor of the establishment of IMS China (2009) (0)
- Estimation of Complier Expected Shortfall Treatment Effects with a Binary Instrumental Variable (2023) (0)
- Rejoinder (2016) (0)
- Robust low-rank data matrix approximations (2016) (0)
- Re: Changing status... The Word from Support (1999) (0)
- Comment (2007) (0)
- Special issue on quantile regression and semiparametric methods (2018) (0)
- Percentile Charts on Correlated Measures (2004) (0)
- Semiparametric regression modeling of the global percentile outcome. (2022) (0)
- Bayesian joint-quantile regression (2020) (0)
- ON PARAMETERS OF INCREASING DIMENSIONSBy (0)
- Subgroup analysis and adaptive experiments crave for debiasing (2023) (0)
- Posterior Inference for Quantile Regression: Adaptation to Sparsity (2021) (0)
- Supplement to “ Smoothed Quantile Regression with Large-Scale Inference ” (2020) (0)
- Re: Authentication Failure with Community Names (1999) (0)
- A Call for Broader and Deeper Engagement in Data Science (2020) (0)
- Re: Remote management of Netview/NT (1999) (0)
- Testing for additivity with B-splines (2007) (0)
- Web-based Supplementary Materials for Bent Line Quantile Regression with Application to an Allometric Study of Land Mammals Speed and Mass by (2010) (0)
- Re: Does Netview 5.1.1 on NT support RDBMSes??? (1999) (0)
- NONPARAMETRIC TESTING FOR RANDOM EFFECTS IN MIXED EFFECTS MODELS BASED ON THE PIECEWISE LINEAR INTERPOLATE OF THE LOG CHARACTERISTIC FUNCTION BY BAVWIDINSI BLANDINE BAWAWANA DISSERTATION (2012) (0)
- Re: TEC integration (1999) (0)
- Re: ASP for Netview WEB Interface (1999) (0)
- Comment (2004) (0)
- A mixture factor model with applications to microarray data (2018) (0)
- Rejoinder: Conditional Growth Charts (2007) (0)
- Bivariate Downscaling With Asynchronous Measurements (2012) (0)
- Comments on "Two Cultures": What have changed over 20 years? (2021) (0)
- Convolution-Type Smoothed Quantile Regression [R package conquer version 1.0.2] (2020) (0)
- 3. Statistical Models for Biomedical Research (2003) (0)
- SOME RECENT ADVANCES ON BOOTSTRAP (2005) (0)
- Re: To: tme10@list.ephibian.com, nv-l@tkg.com (2001) (0)
- Pseudo-Bayesian Approach for Quantile Regression Inference: Adaptation to Sparsity (0)
- Partially Bayesian variable selection in classification trees (2008) (0)
- A Conversation with Stephen Portnoy (2022) (0)
- Re: Demand poll stopped working (1999) (0)
- Some Asymptotic Results on Bivariate QuantileSplinesXuming He (1999) (0)
- An informative subset-based estimator for censored quantile regression (2011) (0)
- Breakdown versus efficiency - your perspective matters (PII: S0167-7152(94)00138-3) (1994) (0)
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