Works (32)

2019 journal article

Multiclass Probability Estimation With Support Vector Machines

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

By: X. Wang*, H. Zhang & Y. Wu*

author keywords: LDA; Logistic regression; Multiclass classification; Probability estimation; Support vector machines
Source: Web Of Science
Added: April 20, 2020

2014 journal article

Adaptive Elastic Net for Generalized Methods of Moments

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

By: M. Caner & H. Zhang

author keywords: GMM; Oracle property; Penalized estimators
Source: Web Of Science
Added: August 6, 2018

2014 journal article

Two-dimensional solution surface for weighted support vector machines

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

By: S. Shin, Y. Wu & H. Zhang

Source: NC State University Libraries
Added: August 6, 2018

2013 journal article

Consistent Group Identification and Variable Selection in Regression With Correlated Predictors

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

By: D. Sharma*, H. Bondell & H. Zhang

author keywords: Coefficient shrinkage; Correlation; Oracle properties; Penalization; Structure identification; Supervised clustering
Source: Web Of Science
Added: August 6, 2018

2013 journal article

Variable selection for optimal treatment decision

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

By: W. Lu, H. Zhang & D. Zeng*

author keywords: A-learning; optimal treatment strategy; personalized drugs; shrinkage method; variable selection
Source: Web Of Science
Added: August 6, 2018

2012 journal article

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

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

By: S. Yuan n, H. Zhang & M. Davidian

author keywords: covariate adjustment; false selection rate control; oracle property; semiparametric treatment effect estimation; shrinkage methods; variable selection
Sources: Web Of Science, ORCID
Added: August 6, 2018

2011 journal article

Hard or Soft Classification? Large-Margin Unified Machines

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

By: Y. Liu*, H. Zhang & Y. Wu

author keywords: Class probability estimation; DWD; Fisher consistency; Regularization; SVM
Source: Web Of Science
Added: August 6, 2018

2011 journal article

Linear or Nonlinear? Automatic Structure Discovery for Partially Linear Models

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

By: H. Zhang, G. Cheng* & Y. Liu*

author keywords: Model selection; RKHS; Semiparametric regression; Shrinkage; Smoothing splines
Source: Web Of Science
Added: August 6, 2018

2011 journal article

Surface estimation, variable selection, and the nonparametric oracle property

Statistica Sinica, 21(2), 679–705.

By: C. Storlie, H. Bondell, B. Reich & H. Zhang

Source: NC State University Libraries
Added: August 6, 2018

2010 journal article

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

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

By: D. Rahardja*, Y. Zhao* & H. Zhang

author keywords: Bayesian inference; Binary data; Credible interval; Misclassification; Odds ratio
Source: Web Of Science
Added: August 6, 2018

2010 journal article

On Estimation of Partially Linear Transformation Models

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

By: W. Lu & H. Zhang

author keywords: Estimating equations; Local polynomials; Martingale; Resampling
Source: Web Of Science
Added: August 6, 2018

2010 journal article

On sparse estimation for semiparametric linear transformation models

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

By: H. Zhang, W. Lu & H. Wang*

author keywords: Censored survival data; Linear transformation models; LARS; Shrinkage; Variable selection
Source: Web Of Science
Added: August 6, 2018

2010 journal article

Robust Model-Free Multiclass Probability Estimation

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

By: Y. Wu, H. Zhang & Y. Liu*

author keywords: Fisher consistency; Hard classification; Multicategory classification; Probability estimation; Soft classification; SVM
Source: Web Of Science
Added: August 6, 2018

2010 journal article

Sparse estimation and inference for censored median regression

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

By: J. Shows, W. Lu & H. Zhang

author keywords: Censored quantile regression; LASSO; Inverse censoring probability; Solution path
Source: Web Of Science
Added: August 6, 2018

2010 journal article

Variable Selection for Semiparametric Mixed Models in Longitudinal Studies

BIOMETRICS, 66(1), 79–88.

By: X. Ni, D. Zhang & H. Zhang

author keywords: Correlated data; Gaussian stochastic process; Linear mixed models; Smoothly clipped absolute deviation; Smoothing splines
Source: Web Of Science
Added: August 6, 2018

2010 journal article

Weighted Distance Weighted Discrimination and Its Asymptotic Properties

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

author keywords: Fisher consistency High dimensional; low sample-size data Linear discrimination; Nonstandard asymptotics; Unbalanced data
Source: Web Of Science
Added: August 6, 2018

2009 journal article

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.

By: H. Liu*, Y. Tang & H. Zhang

Source: Web Of Science
Added: August 6, 2018

2009 journal article

Automatic model selection for partially linear models

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

By: X. Ni, H. Zhang & D. Zhang

author keywords: Semiparametric regression; Smoothing splines; Smoothly clipped absolute deviation; Variable selection
Source: Web Of Science
Added: August 6, 2018

2009 journal article

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

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

By: W. Hwang n, H. Zhang & S. Ghosal

Source: NC State University Libraries
Added: August 6, 2018

2009 journal article

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

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

By: H. Zou* & H. Zhang

author keywords: Adaptive regularization; elastic-net; high dimensionality; model selection; oracle property; shrinkage methods
Source: Web Of Science
Added: August 6, 2018

2008 journal article

Sure independence screening for ultrahigh dimensional feature space discussion

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

By: P. Bickel, P. Buhlmann, Q. Yao, R. Samworth, P. Hall, D. Titterington, J. Xue, C. Anagnostopoulos ...

Source: NC State University Libraries
Added: August 6, 2018

2007 journal article

Adaptive lasso for Cox's proportional hazards model

BIOMETRIKA, 94(3), 691–703.

By: H. Zhang & W. Lu

author keywords: adaptive lasso; lasso; penalized partial likelihood; proportional hazards model; variable selection
Source: Web Of Science
Added: August 6, 2018

2007 journal article

Support vector machines with adaptive L-q penalty

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

By: Y. Liu*, H. Zhang, C. Park* & J. Ahn*

author keywords: adaptive penalty; classification; shrinkage; support vector machine; variable selection
Source: Web Of Science
Added: August 6, 2018

2007 journal article

Variable selection for proportional odds model

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

By: W. Lu & H. Zhang

author keywords: marginal likelihood; proportional odds model; variable selection; shrinkage estimate
Source: Web Of Science
Added: August 6, 2018

2006 journal article

Component selection and smoothing for nonparametric regression in exponential families

Statistica Sinica, 16(3), 1021–1041.

By: H. Zhang & Y. Lin

Source: NC State University Libraries
Added: August 6, 2018

2006 journal article

Component selection and smoothing in multivariate nonparametric regression

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

By: Y. Lin* & H. Zhang

author keywords: smoothing spline ANOVA; method of regularization; nonparametric regression; nonparametric classification; model selection; machine learning
Source: Web Of Science
Added: August 6, 2018

2006 journal article

Gene selection using support vector machines with non-convex penalty

BIOINFORMATICS, 22(1), 88–95.

By: H. Zhang, J. Ahn*, X. Lin* & C. Park

Source: Web Of Science
Added: August 6, 2018

2006 journal article

Model selection in nonparametric hazard regression

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

By: C. Leng* & H. Zhang

author keywords: COSSO; Cox proportional hazard model; model selection; penalized likelihood
Source: Web Of Science
Added: August 6, 2018

2006 journal article

Multiclass proximal support vector machines

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

By: Y. Tang* & H. Zhang

author keywords: Bayes rule; nonstandard classifications; reproducing kernel Hilbert space.
Source: Web Of Science
Added: August 6, 2018

2006 journal article

Variable selection for support vector machines via smoothing spline ANOVA

Statistica Sinica, 16(2), 659–674.

By: H. Zhang

Source: NC State University Libraries
Added: August 6, 2018

2004 journal article

Model building with likelihood basis pursuit

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

By: M. Ferris*, M. Voelker* & H. Zhang

author keywords: model building; slice models; parameter selection; basis pursuit
Source: Web Of Science
Added: August 6, 2018

2004 journal article

Variable selection and model building via likelihood basis pursuit

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

By: H. Zhang, G. Wahba*, Y. Lin*, M. Voelker*, M. Ferris*, R. Klein*, B. Klein*

author keywords: generalized approximate cross-validation; LASSO; Monte Carlo bootstrap test; nonparametric variable selection; slice modeling; smoothing spline ANOVA
Source: Web Of Science
Added: August 6, 2018