Yichao Wu

Automatic structure recovery for generalized additive models

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

Nonparametric Estimation of Multivariate Mixtures

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

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

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

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

STATISTICA SINICA, 28(2), 1031–1052.

Principal quantile regression for sufficient dimension reduction with heteroscedasticity

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

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

Journal of Membrane Science, 525, 89–98.

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

Biometrika, 104(1), 67–81.

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

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

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

Journal of Machine Learning Research, 17.

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

Journal of Machine Learning Research, 17.

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

ANNALS OF STATISTICS, 44(2), 515–539.

Maximum likelihood estimation of the mixture of log-concave densities

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

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

Journal of Machine Learning Research, 17.

Probability-enhanced effective dimension reduction for classifying sparse functional data

TEST, 25(1), 1–22.

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.

Variable selection for support vector machines in moderately high dimensions

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

Automatic structure recovery for additive models

BIOMETRIKA, 102(2), 381–395.

ConvexLAR: An Extension of Least Angle Regression

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

Domain selection for the varying coefficient model via local polynomial regression

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

Effective dimension reduction for sparse functional data

BIOMETRIKA, 102(2), 421–437.

Homogeneity Pursuit

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

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.

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

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

A Generic Path Algorithm for Regularized Statistical Estimation

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

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

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

Two-dimensional solution surface for weighted support vector machines

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

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

Statistica Sinica, 24(3), 1365–1387.

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.

Adaptively Weighted Large Margin Classifiers

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

Continuously additive models for nonlinear functional regression

BIOMETRIKA, 100(3), 607–622.

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

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

Functional Robust Support Vector Machines for Sparse and Irregular Longitudinal Data

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

MARGINAL EMPIRICAL LIKELIHOOD AND SURE INDEPENDENCE FEATURE SCREENING

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

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

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

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

Statistica Sinica, 22(1), 271–294.

Quantile Regression for Analyzing Heterogeneity in Ultra-High Dimension

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

An ordinary differential equation-based solution path algorithm

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

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

Statistica Sinica, 21(2), 707–730.

Hard or Soft Classification? Large-Margin Unified Machines

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

Simultaneous multiple non-crossing quantile regression estimation using kernel constraints

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

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.

Robust Model-Free Multiclass Probability Estimation

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

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.

Utility-based weighted multicategory robust support vector machines

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

Varying-coefficient functional linear regression

BERNOULLI, 16(3), 730–758.

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

PLoS One, 4(6).

LOCAL QUASI-LIKELIHOOD WITH A PARAMETRIC GUIDE

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

NETWORK EXPLORATION VIA THE ADAPTIVE LASSO AND SCAD PENALTIES

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

Stepwise multiple quantile regression estimation using non-crossing constraints

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

Ultrahigh dimensional feature selection: Beyond the linear model

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

Variable selection in quantile regression

Statistica Sinica, 19(2), 801–817.

Semiparametric Estimation of Covariance Matrixes for Longitudinal Data

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