Statistics and Its Interface

A cocktail algorithm for solving the elastic net penalized Cox’s regression in high dimensions

Doubly regularized Cox regression for high-dimensional survival data with group structures

Dimension reduction in functional regression using mixed data canonical correlation analysis

Reduced rank vector generalized linear models for feature extraction

Penalized unsupervised learning with outliers

Testing the statistical significance of an ultra-high-dimensional naïve Bayes classifier

Sparse bridge estimation with a diverging number of parameters

The Bayesian covariance lasso

Bayesian variable selection in quantile regression

Selection consistency of EBIC for GLIM with non-canonical links and diverging number of parameters

High-dimensional regression and classification under a class of convex loss functions

Supplemental materials for “Selection consistency of EBIC for GLIM with non-canonical links and diverging number of parameters”

Supplemental materials for “High-dimensional regression and classification under a class of convex loss functions”