The scalable birth–death MCMC algorithm for mixed graphical model learning with application to genomic data integration

Loglinear model selection and human mobility

(2018) Adrian Dobra et al.   Annals of Applied Statistics

Sparsity Oriented Importance Learning for High-Dimensional Linear Regression

(2017) Chenglong Ye et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

High-Dimensional Mixed Graphical Models

(2016) Jie Cheng et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Learning the Structure of Mixed Graphical Models

(2015) Jason D. Lee et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Selection and estimation for mixed graphical models

(2014) S. Chen et al.   BIOMETRIKA

Tackling the Diversity of Triple-Negative Breast Cancer

(2013) N. C. Turner et al.   CLINICAL CANCER RESEARCH

Stable graphical model estimation with Random Forests for discrete, continuous, and mixed variables

(2013) Bernd Fellinghauer et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Variable Selection Diagnostics Measures for High-Dimensional Regression

(2013) Ying Nan et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Comprehensive molecular portraits of human breast tumours

(2012) Daniel C. Koboldt et al.   NATURE

Challenges translating breast cancer gene signatures into the clinic

(2011) Britta Weigelt et al.   Nature Reviews Clinical Oncology

A User's Guide to the Encyclopedia of DNA Elements (ENCODE)

(2011)   PLOS BIOLOGY

High-dimensional Ising model selection using ℓ 1 -regularized logistic regression

(2010) Pradeep Ravikumar et al.   ANNALS OF STATISTICS

Nearly unbiased variable selection under minimax concave penalty

(2010) Cun-Hui Zhang   ANNALS OF STATISTICS

Bayes and empirical-Bayes multiplicity adjustment in the variable-selection problem

(2010) James G. Scott et al.   ANNALS OF STATISTICS

The NIH Roadmap Epigenomics Mapping Consortium

(2010) Bradley E Bernstein et al.   NATURE BIOTECHNOLOGY

Extended Bayesian information criteria for model selection with large model spaces

(2008) J. Chen et al.   BIOMETRIKA