Multivariate sparse group lasso for the multivariate multiple linear regression with an arbitrary group structure

Group variable selection via a hierarchical lasso and its oracle property

(2013) Nengfeng Zhou et al.   Statistics and Its Interface

A Sparse-Group Lasso

(2012) Noah Simon et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

A sparse conditional Gaussian graphical model for analysis of genetical genomics data

(2011) Jianxin Yin et al.   Annals of Applied Statistics

Oracle inequalities and optimal inference under group sparsity

(2011) Karim Lounici et al.   ANNALS OF STATISTICS

Optimal selection of reduced rank estimators of high-dimensional matrices

(2011) Florentina Bunea et al.   ANNALS OF STATISTICS

Logistic Bayesian LASSO for Identifying Association with Rare Haplotypes and Application to Age-Related Macular Degeneration

(2011) Swati Biswas et al.   BIOMETRICS

Regularized multivariate regression for identifying master predictors with application to integrative genomics study of breast cancer

(2010) Jie Peng et al.   Annals of Applied Statistics

Support union recovery in high-dimensional multivariate regression

(2010) Guillaume Obozinski et al.   ANNALS OF STATISTICS

Stability selection

(2010) Nicolai Meinshausen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Voxelwise genome-wide association study (vGWAS)

(2010) Jason L. Stein et al.   NEUROIMAGE

Simultaneous analysis of Lasso and Dantzig selector

(2009) Peter J. Bickel et al.   ANNALS OF STATISTICS

A new multiple regression approach for the construction of genetic regulatory networks

(2009) Shu-Qin Zhang et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A group bridge approach for variable selection

(2009) J. Huang et al.   BIOMETRIKA

Discovery of protein-DNA interactions by penalized multivariate regression

(2009) L. Zamdborg et al.   NUCLEIC ACIDS RESEARCH

Coordinate descent algorithms for lasso penalized regression

(2008) Tong Tong Wu et al.   Annals of Applied Statistics