Hui Zou

zouxx019@umn.edu

Statistics

313 Ford Hall

224 Church St SE
Minneapolis, MN 55455

Collegiate Affiliation

Statistics

Links

homepage

Educational Background & Specialties

Open Close

Educational Background

Ph.D.: Statistics, Stanford University, 2005

Specialties

Math Stat
Statistical Learning

Publications

Open Close

Publications

Regularization and Variable Selection via The Elastic Net: Hastie, T., Zou, Hui, Journal of the Royal Statistical Society, Series B, 67(2), 301-320, 2005.
Sparse Principal Component Analysis: Hastie, T., Tibshirani, R., Zou, Hui, Journal of Computational and Graphical Statistics, 15, 265–286.
The Adaptive Lasso and its Oracle Properties.: Zou, Hui, Journal of the American Statistical Association, 101(476), 1418-1429, 2006.
On the Degrees of Freedom of the Lasso: Hastie, T. Tibshirani, R., Zou, Hui, The Annals of Statistics, 35(5), 2173-2192, 2007.
One-step Sparse Estimates in Nonconcave Penalized Likelihood Models: Li, R., Zou, Hui, The Annals of Statistics, 36(4), 1509-1533, 2008.
On the adaptive elastic-net with a diverging number of parameters: Zhang, H.H., Zou, Hui, Annals of statistics, 37(4), 1733--1751, 2009.
Composite quantile regression and the oracle model selection theory: Yuan, M., Zou, Hui, Annals of statistics, 36 (3), 1108--1126, 2008.
A Direct Approach to Sparse Discriminant Analysis in Ultra-high Dimensions: Mai, Q., Yuan, M., Zou, Hui, Biometrika, 99, 29–42..
Regularized rank-based estimation of high-dimensional nonparanormal graphical models: Xue, L., Zou, Hui, Annals of statistics, 40 (5), 2541-2571, 2012.
Strong Oracle Optimality of Folded Concave Penalized Estimation: J. Fan and L. Xue, Zou, Hui, Annals of statistics, 42 (3), 819--849, 2014.
The Fused Kolmogorov Filter: A Nonparametric Model-Free Screening Method: Mai, Q., Zou, Hui, Annals of Statistics, 1471–1497.
CoCoLasso for High-dimensional Error-in-variables Regression: Datta, A., Zou, Hui, Annals of Statistics, 45, 1-27.
Sparse Composite Quantile Regression in Ultrahigh Dimensions with Tuning Parameter Calibration: Gu, Y., Zou, Hui, IEEE Transactions on Information Theory, 66, 7132–7154.

Activities

Open Close

Activities

Professional

Associate Editor of JASA (Theory and Method) January 2014 - present
Associate Editor of Annals of Statistics 2012 - 2018, 2022-
Associate Editor of Statisics and Its Interface 2010 - 2018
Action Editor of Journal of Machine Learning Research 2009 - 2018
Associate Editor of Statistica Sinica 2008 - present
Associate Editor of Journal of the Royal Statistical Society, Series B 2008 - 2012

Awards

Open Close

Awards

Fellow, American Statistical Association, 2019
Fellow of Institute of Mathematical Statistics, 2015
Web of Science Highly Cited Researcher, 2014 - 2019
Scholar of the College, CLA, 2015
COGS Outstanding Faculty Award, 2013
IMS Tweedie Award 2011
McKnight Presidential Fellowship, 2009
National Science Foundation Career Award, 2009
McKnight Land Grant Professorship, 2008

Courses

Open Close