Selected Previous Publications

The sparsity and bias of the lasso selection in high-dimensional linear regression

CH Zhang, J Huang

Annals of Statistics, 36, 1567-1594, 2008.

Coordinate descent algorithms for nonconvex penalized regression, with applications to biological feature selection

P Breheny, J Huang

The Annals of Applied Statistics 5 (1), 232-253, 2011.

Adaptive Lasso for sparse high-dimensional regression models

J Huang, S Ma, CH Zhang

Statistica Sinica, 1603-1618, 2008.

Variable selection in nonparametric additive models

J Huang, JL Horowitz, F Wei

Annals of Statistics 38 (4), 2282-2313, 2010.

Asymptotic properties of bridge estimators in sparse high-dimensional regression models

J Huang, JL Horowitz, S Ma

Annals of Statistics, 36, 587-613, 2008.

Efficient estimation for the proportional hazards model with interval censoring

J Huang

The Annals of Statistics 24 (2), 540-56, 1996.

A selective review of group selection in high-dimensional models

J Huang, P Breheny, S Ma

Statistical Science, 27, 481-499, 2012.

A group bridge approach for variable selection

J Huang, S Ma, H Xie, CH Zhang

Biometrika 96 (2), 339-355, 2009.

MATS: a Bayesian framework for flexible detection of differential alternative splicing from RNA-Seq data

S Shen, JW Park, J Huang, KA Dittmar, Z Lu, Q Zhou, RP Carstens, Y Xing

Nucleic Acids Research 40 (8), e61-e61, 2012.

Penalized feature selection and classification in bioinformatics

S Ma, J Huang

Briefings in Bioinformatics 9 (5), 392-403, 2008.