Hao Helen Zhang

Multiclass Probability Estimation With Support Vector Machines

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 28(3), 586–595.

Adaptive Elastic Net for Generalized Methods of Moments

JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 32(1), 30–47.

Two-dimensional solution surface for weighted support vector machines

Journal of Computational and Graphical Statistics, 23(2), 383–402.

Consistent Group Identification and Variable Selection in Regression With Correlated Predictors

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 22(2), 319–340.

Variable selection for optimal treatment decision

STATISTICAL METHODS IN MEDICAL RESEARCH, 22(5), 493–504.

Variable selection for covariate-adjusted semiparametric inference in randomized clinical trials

STATISTICS IN MEDICINE, 31(29), 3789–3804.

Hard or Soft Classification? Large-Margin Unified Machines

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 106(493), 166–177.

Linear or Nonlinear? Automatic Structure Discovery for Partially Linear Models

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 106(495), 1099–1112.

Surface estimation, variable selection, and the nonparametric oracle property

Statistica Sinica, 21(2), 679–705.

Bayesian Inference of Odds Ratios in Misclassified Binary Data with a Validation Substudy

COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 39(10), 1845–1854.

On Estimation of Partially Linear Transformation Models

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 105(490), 683–691.

On sparse estimation for semiparametric linear transformation models

JOURNAL OF MULTIVARIATE ANALYSIS, 101(7), 1594–1606.

Robust Model-Free Multiclass Probability Estimation

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 105(489), 424–436.

Sparse estimation and inference for censored median regression

JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 140(7), 1903–1917.

Variable Selection for Semiparametric Mixed Models in Longitudinal Studies

BIOMETRICS, 66(1), 79–88.

Weighted Distance Weighted Discrimination and Its Asymptotic Properties

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 105(489), 401–414.

A new chi-square approximation to the distribution of non-negative definite quadratic forms in non-central normal variables

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 53(4), 853–856.

Automatic model selection for partially linear models

JOURNAL OF MULTIVARIATE ANALYSIS, 100(9), 2100–2111.

FIRST: Combining forward iterative selection and shrinkage in high dimensional sparse linear regression

Statistics and Its Interface, 2(3), 341–348.

ON THE ADAPTIVE ELASTIC-NET WITH A DIVERGING NUMBER OF PARAMETERS

ANNALS OF STATISTICS, 37(4), 1733–1751.

Sure independence screening for ultrahigh dimensional feature space discussion

Journal of the Royal Statistical Society. Series B, Statistical Methodology, 70, 883–911.

Adaptive lasso for Cox's proportional hazards model

BIOMETRIKA, 94(3), 691–703.

Support vector machines with adaptive L-q penalty

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 51(12), 6380–6394.

Variable selection for proportional odds model

STATISTICS IN MEDICINE, 26(20), 3771–3781.

Component selection and smoothing for nonparametric regression in exponential families

Statistica Sinica, 16(3), 1021–1041.

Component selection and smoothing in multivariate nonparametric regression

ANNALS OF STATISTICS, 34(5), 2272–2297.

Gene selection using support vector machines with non-convex penalty

BIOINFORMATICS, 22(1), 88–95.

Model selection in nonparametric hazard regression

JOURNAL OF NONPARAMETRIC STATISTICS, 18(7-8), 417–429.

Multiclass proximal support vector machines

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 15(2), 339–355.

Variable selection for support vector machines via smoothing spline ANOVA

Statistica Sinica, 16(2), 659–674.

Model building with likelihood basis pursuit

OPTIMIZATION METHODS & SOFTWARE, 19(5), 577–594.

Variable selection and model building via likelihood basis pursuit

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 99(467), 659–672.