Submitted Papers
- Breheny, P. and Huang, J. (2013). Group descent algorithms for nonconvex penalized linear and
logistic regression models with grouped predictors. Accepted for publication by
Statistics and Computing.
- Jiang, D. and Huang, J. (2013). Majorization minimization by
coordinate descent for concave penalized generalized linear models.
Accepted for publication by Statistics and Computing.
Selected Publications
- Huang, J., Sun, T., Ying, Z., Yu, Y. and Zhang, C.-H. (2013).
Oracle inequalities for the LASSO in the Cox model.
Annals of Statistics, 41, 1142-1165.
- Huang, J. and Zhang, C.-H. (2012). Estimation and selection
via absolute penalized convex minimization and its multistage adaptive applications.
Journal of Machine Learning Research, 13, 1839-1864.
- Huang, J., Breheny, P. and Ma, S. (2012). A selective review of group selection in high dimensional models.
Statistical Science, 27, 481-499.
- Huang, J., Ma, S., Li, H. and Zhang, C.-H. (2011). The sparse
Laplacian shrinkage estimator for high dimensional regression.
Annals of Statistics, 39, 2021-2046.
- Breheny, P. and Huang, J. (2011). Coordinate descent algorithms for nonconvex penalized regression, with applications to biological feature selection.
Annals of Applied Statistics, 5, 232-253.
- Huang, J., Horowitz, J. L. and Wei F. (2010).
Variable selection in nonparametric additive models.
Annals of Statistics, 38, 2282-2313.
- Huang, J., Ma, S., Xie, H. L. and Zhang, C.-H. (2009).
A group bridge approach for variable selection. Biometrika, 96, 339-355.
- Huang, J., Ma, S. and Zhang, C.-H. (2008). Adaptive lasso for
high-dimensional regression models. Statistica Sinica, 18, 1603-1618.
- Huang, J., Horowitz, J. L. and Ma, S. (2008). Asymptotic
properties of bridge estimators in sparse high-dimensional
regression models. Annals of Statistics, 36, 587-613.
- Zhang, C.-H. and Huang, J. (2008). The sparsity and bias
of the Lasso selection in high-dimensional linear regression.
Annals of Statistics, 36, 1567-1594.
- Huang, J., Ma, S. and Xie, H. L. (2006). Regularized
estimation in the accelerated failure time model with
high-dimensional covariates. Biometrics, 62: 813-20.
- Ma, S. and Huang, J. (2005). Regularized ROC method for
disease classification and biomarker selection with microarray
data. Bioinformatics, 21, 4356-4362.
- Huang, J., Wang, D. L. and Zhang, C.-H. (2005). A two-way
semilinear model for normalization and analysis of cDNA microarray
data. Journal of the American Statistical Association, 100,
814-829.
- Wang, K. and Huang, J. (2002). A Score Statistic Approach for Mapping Quantitative Trait Loci with
Sibships of Arbitrary Size. American Journal of Human Genetics, Vol 70: 412-424.
- Slager, S. L., Huang, J. and Vieland, V. J. (2000).
The Effect of Allelic Heterogeneity on the Power of the
Transmission Disequilibrium Test.
Genetic Epidemiology, Vol. 18: 143-156.
[Genetic Epidemiology]
- Huang, J. (1999). Efficient Estimation of the Partly Linear
Additive Cox Model. Annals of Statistics, 27, 1536-1563.
- Huang, J. and Jiang Y. (1999).
Linkage Detection Adaptive to Linkage Disequilibrium: The
Disequilibrium-maximum-likelihood-binomial Test for Affected Sibship
data. American Journal of Human Genetics, 65, 1741-1759.
[Amer J Hum Genet]
- Vieland, V. J. and Huang, J. (1998).
Statistical Evaluation of Age-of-Onset Anticipation: A New Test and
Evaluation of Its Behavior in Realistic Applications.
American Journal of Human Genetics, 62, 1212-1227.
[Amer J Hum Genet]
- Huang, J. and Rossini, A. J. (1997).
Sieve Estimation for the Proportional Odds Failure-time
Regression Model with Interval Censoring.
Journal of the American Statistical Association,
92, 960-967.
- Huang, J. and Wellner, J. A. (1997).
Interval Censored Survival Data: A Review of Recent Progress.
Proceedings of the First Seattle Symposium
in Biostatistics: Survival Analysis. Eds. D. Lin and T. Fleming.
Springer-Verlag, New York.
- Huang, J. (1996).
Efficient Estimation for the Cox Model with Interval Censoring.
Annals of Statistics, 24, 540-568.
- Praestgaard, J. T. and Huang, J. (1996).
Asymptotic Theory for Estimation of Survival Curves
under Order Restrictions.
Annals of Statistics, 24, 679-712.
- Huang, J. and Wellner, J. A. (1995).
Estimation of a Monotone Density or Monotone Hazard Under Random Censoring.
Scandinavia Journal of Statistics, 22, 3-33.
- Huang, J. and Wellner, J. A. (1995).
Asymptotic Normality of the NPMLE of Linear Functionals for Interval
Censored Data, Case 1. Statistica Neerlandica, 49, 153-163.