2022 article

Automatic structure recovery for generalized additive models

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

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.

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.

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.

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.

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.

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.

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.

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*.

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*.

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.

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.

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*.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

author keywords: Max-type penalty; Regularization; Variable selection

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

Source: NC State University Libraries

Added: August 6, 2018

2010 journal article

Varying-coefficient functional linear regression

*BERNOULLI*, *16*(3), 730–758.

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).

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.

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.

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.

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.

Source: NC State University Libraries

Added: August 6, 2018

2009 journal article

Variable selection in quantile regression

*Statistica Sinica*, *19*(2), 801–817.

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.

author keywords: Correlation structure; Difference-based estimation; Quasi-maximum likelihood; Varying-coefficient partially linear model

Source: Web Of Science

Added: August 6, 2018