Joint High-Dimensional Bayesian Variable and Covariance Selection with an Application to eQTL Analysis

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

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

Bayesian Detection of Expression Quantitative Trait Loci Hot Spots

(2011) Leonardo Bottolo et al.   GENETICS

Sparse seemingly unrelated regression modelling: Applications in finance and econometrics

(2010) Hao Wang   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Sparse Multivariate Regression With Covariance Estimation

(2010) Adam J. Rothman et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

New Insights into the Genetic Control of Gene Expression using a Bayesian Multi-tissue Approach

(2010) Enrico Petretto et al.   PLoS Computational Biology

Objective Bayesian model selection in Gaussian graphical models

(2009) C. M. Carvalho et al.   BIOMETRIKA

Expression Quantitative Trait Loci Mapping With Multivariate Sparse Partial Least Squares Regression

(2009) H. Chun et al.   GENETICS

Partial Correlation Estimation by Joint Sparse Regression Models

(2009) Jie Peng et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Considering dependence among genes and markers for false discovery control in eQTL mapping

(2008) Liang Chen et al.   BIOINFORMATICS

Hierarchical modeling of clinical and expression quantitative trait loci

(2008) M J Sillanpää et al.   HEREDITY

Survival of the sparsest: robust gene networks are parsimonious

(2008) Robert D Leclerc   Molecular Systems Biology