A significance test for graph-constrained estimation

On asymptotically optimal confidence regions and tests for high-dimensional models

(2014) Sara van de Geer et al.   ANNALS OF STATISTICS

Statistical significance in high-dimensional linear models

(2013) Peter Bühlmann   BERNOULLI

Confidence intervals for low dimensional parameters in high dimensional linear models

(2013) Cun-Hui Zhang et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Estimation in high-dimensional linear models with deterministic design matrices

(2012) Jun Shao et al.   ANNALS OF STATISTICS

Simultaneous supervised clustering and feature selection over a graph

(2012) X. Shen et al.   BIOMETRIKA

Scaled sparse linear regression

(2012) T. Sun et al.   BIOMETRIKA

Statistical Challenges in Biological Networks

(2012) George Michailidis   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Structured penalties for functional linear models—partially empirical eigenvectors for regression

(2012) Timothy W. Randolph et al.   Electronic Journal of Statistics

Ten Years of Pathway Analysis: Current Approaches and Outstanding Challenges

(2012) Purvesh Khatri et al.   PLoS Computational Biology

The sparse Laplacian shrinkage estimator for high-dimensional regression

(2011) Jian Huang et al.   ANNALS OF STATISTICS

Feature selection guided by structural information

(2010) Martin Slawski et al.   Annals of Applied Statistics

Variable selection and regression analysis for graph-structured covariates with an application to genomics

(2010) Caiyan Li et al.   Annals of Applied Statistics

Stability selection

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

Network Enrichment Analysis in Complex Experiments

(2010) Ali Shojaie et al.   Statistical Applications in Genetics and Molecular Biology

Simultaneous analysis of Lasso and Dantzig selector

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

Incorporating Predictor Network in Penalized Regression with Application to Microarray Data

(2009) Wei Pan et al.   BIOMETRICS

Analysis of Gene Sets Based on the Underlying Regulatory Network

(2009) Ali Shojaie et al.   JOURNAL OF COMPUTATIONAL BIOLOGY

Network-constrained regularization and variable selection for analysis of genomic data

(2008) C. Li et al.   BIOINFORMATICS