Works (52)

Updated: August 13th, 2023 21:17

2022 article

Automatic structure recovery for generalized additive models

Shen, K., & Wu, Y. (2022, October 18). CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE.

By: K. Shen n & Y. Wu n

author keywords: Backfitting; bandwidth estimation; local polynomial smoothing; profiling; variable selection
Source: Web Of Science
Added: October 31, 2022

2020 journal article

Nonparametric Estimation of Multivariate Mixtures

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 115(531), 1456–1471.

By: C. Zheng n & Y. Wu*

author keywords: Density estimation; Nonparametric mixture model; Tensor
Source: Web Of Science
Added: August 12, 2019

2020 journal article

Tuning parameter selection for penalised empirical likelihood with a diverging number of parameters

JOURNAL OF NONPARAMETRIC STATISTICS, 32(1), 246–261.

By: C. Zheng n & Y. Wu*

author keywords: Tuning parameter selection; variable selection; generalised information criterion; empirical likelihood
Source: Web Of Science
Added: April 20, 2020

2018 journal article

FULLY EFFICIENT ROBUST ESTIMATION, OUTLIER DETECTION AND VARIABLE SELECTION VIA PENALIZED REGRESSION

STATISTICA SINICA, 28(2), 1031–1052.

By: D. Kong*, H. Bondell* & Y. Wu*

author keywords: Adaptive; breakdown point; least trimmed squares; outliers; penalized regression; robust regression; variable selection
Source: Web Of Science
Added: December 3, 2018

2018 journal article

Principal quantile regression for sufficient dimension reduction with heteroscedasticity

ELECTRONIC JOURNAL OF STATISTICS, 12(2), 2114–2140.

By: C. Wang*, S. Shin* & Y. Wu*

author keywords: Heteroscedasticity; kernel quantile regression; principal quantile regression; sufficient dimension reduction
Source: Web Of Science
Added: March 25, 2019

2017 journal article

Laccase-immobilized bacterial cellulose/TiO2 functionalized composite membranes: Evaluation for photo- and bio-catalytic dye degradation

Journal of Membrane Science, 525, 89–98.

By: G. Li*, A. Nandgaonkar n, Q. Wang*, J. Zhang*, W. Krause n, Q. Wei*, L. Lucia n

author keywords: Laccase; Bacterial cellulose; Titanium dioxide; Immobilization; Dye degradation
Sources: Web Of Science, Crossref, ORCID
Added: August 6, 2018

2017 journal article

Principal weighted support vector machines for sufficient dimension reduction in binary classification

Biometrika, 104(1), 67–81.

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

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

2017 journal article

The robust EM-type algorithms for log-concave mixtures of regression models

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 111, 14–26.

By: H. Hu n, W. Yao* & Y. Wu n

author keywords: EM algorithm; Log-concave Maximum Likelihood Estimator; Mixture of regression model; Robust regression
Source: Web Of Science
Added: August 6, 2018

2016 journal article

A consistent information criterion for support vector machines in diverging model spaces

Journal of Machine Learning Research, 17.

By: X. Zhang, Y. Wu, L. Wang & R. Li

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

2016 journal article

An Error bound for l-1-norm support vector machine coefficients in ultra-high dimension

Journal of Machine Learning Research, 17.

By: B. Peng, L. Wang & Y. Wu

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

2016 journal article

LOCAL INDEPENDENCE FEATURE SCREENING FOR NONPARAMETRIC AND SEMIPARAMETRIC MODELS BY MARGINAL EMPIRICAL LIKELIHOOD

ANNALS OF STATISTICS, 44(2), 515–539.

By: J. Chang*, C. Tang* & Y. Wu n

author keywords: Empirical likelihood; high-dimensional data analysis; nonparametric and semiparametric models; sure independence screening
Source: Web Of Science
Added: August 6, 2018

2016 journal article

Maximum likelihood estimation of the mixture of log-concave densities

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 101, 137–147.

By: H. Hu n, Y. Wu n & W. Yao*

author keywords: Consistency; Log-concave maximum likelihood estimator (LCMLE); Mixture model
Source: Web Of Science
Added: August 6, 2018

2016 journal article

On quantile regression in reproducing kernel hilbert spaces with the data sparsity constraint

Journal of Machine Learning Research, 17.

By: C. Zhang, Y. Liu & Y. Wu

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

2016 journal article

Probability-enhanced effective dimension reduction for classifying sparse functional data

TEST, 25(1), 1–22.

By: F. Yao, Y. Wu & J. Zou

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

2016 article

Rejoinder on: Probability enhanced effective dimension reduction for classifying sparse functional data

Yao, F., Wu, Y., & Zou, J. (2016, March). TEST, Vol. 25, pp. 52–58.

By: F. Yao*, Y. Wu n & J. Zou*

Source: Web Of Science
Added: August 6, 2018

2016 journal article

Variable selection for support vector machines in moderately high dimensions

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 78(1), 53–76.

By: X. Zhang n, Y. Wu n, L. Wang* & R. Li*

author keywords: Local linear approximation; Non-convex penalty; Oracle property; Support vector machines; Ultrahigh dimensions; Variable selection
Source: Web Of Science
Added: August 6, 2018

2015 journal article

Automatic structure recovery for additive models

BIOMETRIKA, 102(2), 381–395.

By: Y. Wu* & L. Stefanski

author keywords: Backfitting; Bandwidth estimation; Kernel; Local polynomial; Measurement-error model selection likelihood; Model selection; Profiling; Smoothing; Variable selection
Source: Web Of Science
Added: August 6, 2018

2015 journal article

ConvexLAR: An Extension of Least Angle Regression

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 24(3), 603–626.

By: W. Xiao*, Y. Wu* & H. Zhou*

author keywords: Solution path; Group lasso; Regularization; Ordinary differential equation (ODE); Lasso
Source: Web Of Science
Added: August 6, 2018

2015 journal article

Domain selection for the varying coefficient model via local polynomial regression

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 83, 236–250.

By: D. Kong n, H. Bondell n & Y. Wu n

author keywords: Bandwidth selection; Oracle properties; Penalized local polynomial fitting; SCAD
Source: Web Of Science
Added: August 6, 2018

2015 journal article

Effective dimension reduction for sparse functional data

BIOMETRIKA, 102(2), 421–437.

By: F. Yao, E. Lei & Y. Wu*

author keywords: Cumulative slicing; Effective dimension reduction; Inverse regression; Sparse functional data
Source: Web Of Science
Added: August 6, 2018

2015 journal article

Homogeneity Pursuit

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 110(509), 175–194.

By: Z. Ke, J. Fan & Y. Wu*

author keywords: Clustering; Sparsity
Source: Web Of Science
Added: August 6, 2018

2015 journal article

IsoDOT Detects Differential RNA-Isoform Expression/Usage With Respect to a Categorical or Continuous Covariate With High Sensitivity and Specificity

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 110(511), 975–986.

By: W. Sun*, Y. Liu*, J. Crowley*, T. Chen*, H. Zhou*, H. Chu*, S. Huang*, P. Kuan* ...

author keywords: Differential isoform expression; Differential isoform usage; Isoform; Penalized regression; RNA-seq
Source: Web Of Science
Added: August 6, 2018

2015 journal article

Parametrically guided estimation in nonparametric varying coefficient models with quasi-likelihood

JOURNAL OF NONPARAMETRIC STATISTICS, 27(2), 195–213.

By: C. Davenport n, A. Maity n & Y. Wu n

author keywords: nonparametric regression; varying coefficient model; generalised linear models; local polynomial smoothing; parametrically guided estimation; 62G08; 62J12
Sources: Web Of Science, ORCID
Added: August 6, 2018

2014 journal article

A Generic Path Algorithm for Regularized Statistical Estimation

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 109(506), 686–699.

By: H. Zhou n & Y. Wu n

author keywords: Gaussian graphical model; Generalized linear model; Lasso; Log-concave density estimation; Ordinary differential equations; Quasi-likelihoods; Regularization; Shape restricted regression; Solution path
Source: Web Of Science
Added: August 6, 2018

2014 journal article

RKHS-based functional nonparametric regression for sparse and irregular longitudinal data

CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 42(2), 204–216.

By: M. Avery*, Y. Wu n, H. Helen Zhang* & J. Zhang*

author keywords: Functional nonparametric regression; longitudinal data; RKHS; sparse and irregular
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 n, Y. Wu n & H. Zhang*

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

2014 journal article

Variable selection for sparse high-dimensional nonlinear regression models by combining nonnegative garrote and sure independence screening

Statistica Sinica, 24(3), 1365–1387.

By: S. Wu, H. Xue, Y. Wu & H. Wu

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

2014 article

Variable selection in large margin classifier-based probability estimation with high-dimensional predictors

Shin, S. J., & Wu, Y. (2014, July). BIOMETRICAL JOURNAL, Vol. 56, pp. 594–596.

By: S. Shin* & Y. Wu n

author keywords: Max-type penalty; Regularization; Variable selection
MeSH headings : Artificial Intelligence; Probability; Support Vector Machine
Source: Web Of Science
Added: August 6, 2018

2013 journal article

Adaptively Weighted Large Margin Classifiers

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 22(2), 416–432.

By: Y. Wu n & Y. Liu*

author keywords: Binary classification; Data adaptive learning; Multicategory classification; SVM; Weighted learning
Source: Web Of Science
Added: August 6, 2018

2013 journal article

Continuously additive models for nonlinear functional regression

BIOMETRIKA, 100(3), 607–622.

By: H. Mueller, Y. Wu n & F. Yao*

author keywords: Berkeley growth study; Functional data analysis; Functional regression; Gene expression; Generalized response; Stochastic process; Tensor spline
Source: Web Of Science
Added: August 6, 2018

2013 journal article

Coordinate great circle descent algorithm with application to single-index models

Statistics and Its Interface, 6(4), 511–518.

By: P. Zeng* & Y. Wu n

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

2013 journal article

Functional Robust Support Vector Machines for Sparse and Irregular Longitudinal Data

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 22(2), 379–395.

By: Y. Wu n & Y. Liu*

author keywords: Classification; Functional principal component analysis; Multicategory; Reproducing kernel Hilbert space; SVM; Truncated-hinge-loss SVM
Source: Web Of Science
Added: August 6, 2018

2013 journal article

MARGINAL EMPIRICAL LIKELIHOOD AND SURE INDEPENDENCE FEATURE SCREENING

ANNALS OF STATISTICS, 41(4), 2123–2148.

By: J. Chang n, C. Tang n & Y. Wu n

author keywords: Empirical likelihood; high-dimensional data analysis; sure independence screening; large deviation
Source: Web Of Science
Added: August 6, 2018

2013 journal article

Parametrically guided generalised additive models with application to mergers and acquisitions data

JOURNAL OF NONPARAMETRIC STATISTICS, 25(1), 109–128.

By: J. Fan*, A. Maity n, Y. Wang* & Y. Wu n

author keywords: generalised additive model; leveraged buyout; local polynomial; mergers and acquisitions; parametric guide
Sources: Web Of Science, ORCID
Added: August 6, 2018

2012 journal article

Elastic net for Cox's proportional hazards model with a solution path algorithm

Statistica Sinica, 22(1), 271–294.

By: Y. Wu

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

2012 journal article

Quantile Regression for Analyzing Heterogeneity in Ultra-High Dimension

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 107(497), 214–222.

By: L. Wang*, Y. Wu n & R. Li*

author keywords: Penalized quantile regression; SCAD; Sparsity; Ultra-high-dimensional data
Source: Web Of Science
Added: August 6, 2018

2011 journal article

An ordinary differential equation-based solution path algorithm

JOURNAL OF NONPARAMETRIC STATISTICS, 23(1), 185–199.

By: Y. Wu n

author keywords: generalised linear model; LARS; LASSO; ordinary differential equation; solution path algorithm; QuasiLARS; quasi-likelihood model
Source: Web Of Science
Added: August 6, 2018

2011 journal article

Asymptotic properties of sufficient dimension reduction with a diverging number of predictors

Statistica Sinica, 21(2), 707–730.

By: Y. Wu & L. Li

Source: NC State University Libraries
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 n, H. Zhang n & Y. Wu n

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

2011 journal article

Simultaneous multiple non-crossing quantile regression estimation using kernel constraints

JOURNAL OF NONPARAMETRIC STATISTICS, 23(2), 415–437.

By: Y. Liu* & Y. Wu n

author keywords: asymptotic normality; kernel; multiple quantile regression; non-crossing; oracle property; regularisation; variable selection
Source: Web Of Science
Added: August 6, 2018

2010 journal article

Estimation and Prediction of a Class of Convolution-Based Spatial Nonstationary Models for Large Spatial Data

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 19(1), 74–95.

By: Z. Zhu n & Y. Wu n

author keywords: Kriging; Local linear smoothing; Matern covariance function; Modified Bessel function; Tapering
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 n, H. Zhang n & Y. Liu n

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

2010 journal article

The MicroArray Quality Control (MAQC)-IIII study of common practices for the development and validation of microarray-based predictive models

Nature Biotechnology, 28(8), 827–109.

By: L. Shi, G. Campbell, W. Jones, F. Campagne, Z. Wen, S. Walker, Z. Su, T. Chu ...

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

2010 conference paper

Utility-based weighted multicategory robust support vector machines

Statistics and its Interface, 3(4), 465–475.

By: Y. Liu*, Y. Wu n & Q. He*

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

2010 journal article

Varying-coefficient functional linear regression

BERNOULLI, 16(3), 730–758.

By: Y. Wu*, J. Fan & H. Mueller

author keywords: asymptotics; eigenfunctions; functional data analysis; local polynomial smoothing; longitudinal data; varying-coefficient models
Source: Web Of Science
Added: August 6, 2018

2009 journal article

Azithromycin treatment alters gene expression in inflammatory, lipid metabolism, and cell cycle pathways in well-differentiated human airway epithelia

PLoS One, 4(6).

By: C. Ribeiro, H. Hurd, Y. Wu, M. Martino, L. Jones, B. Brighton, R. Boucher, W. O'Neal

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

2009 journal article

LOCAL QUASI-LIKELIHOOD WITH A PARAMETRIC GUIDE

ANNALS OF STATISTICS, 37(6B), 4153–4183.

By: J. Fan, Y. Wu* & Y. Feng

author keywords: Generalized linear model; local polynomial smoothing; parametric guide; quasi-likelihood method
Source: Web Of Science
Added: August 6, 2018

2009 journal article

NETWORK EXPLORATION VIA THE ADAPTIVE LASSO AND SCAD PENALTIES

ANNALS OF APPLIED STATISTICS, 3(2), 521–541.

By: J. Fan, Y. Feng & Y. Wu*

author keywords: Adaptive LASSO; covariance selection; Gaussian concentration graphical model; genetic network; LASSO; precision matrix; SCAD
Source: Web Of Science
Added: August 6, 2018

2009 journal article

Stepwise multiple quantile regression estimation using non-crossing constraints

Statistics and Its Interface, 2(3), 299–310.

By: Y. Wu n & Y. Liu*

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

2009 journal article

Ultrahigh dimensional feature selection: Beyond the linear model

Journal of Machine Learning Research, 10, 2013–2038.

By: J. Fan, R. Samworth & Y. Wu

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

2009 journal article

Variable selection in quantile regression

Statistica Sinica, 19(2), 801–817.

By: Y. Wu & Y. Liu

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

2008 journal article

Semiparametric Estimation of Covariance Matrixes for Longitudinal Data

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 103(484), 1520–1533.

By: J. Fan n & Y. Wu*

author keywords: Correlation structure; Difference-based estimation; Quasi-maximum likelihood; Varying-coefficient partially linear model
Source: Web Of Science
Added: August 6, 2018