SIGHR: Side information guided high-dimensional regression

A simple new approach to variable selection in regression, with application to genetic fine mapping

(2020) Gao Wang et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A Large-scale Constrained Joint Modeling Approach For Predicting User Activity, Engagement And Churn With Application To Freemium Mobile Games

(2019) Trambak Banerjee et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Adaptive Sparse Estimation With Side Information

(2019) Trambak Banerjee et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Bayesian estimation of sparse signals with a continuous spike-and-slab prior

(2018) Veronika Ročková   ANNALS OF STATISTICS

Panning for gold: ‘model-X’ knockoffs for high dimensional controlled variable selection

(2018) Emmanuel Candès et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

The Spike-and-Slab LASSO

(2016) Veronika Ročková et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Genome-Wide Association of the Laboratory-Based Nicotine Metabolite Ratio in Three Ancestries

(2016) James W. Baurley et al.   NICOTINE & TOBACCO RESEARCH

Nicotine N-glucuronidation relative to N-oxidation and C-oxidation and UGT2B10 genotype in five ethnic/racial groups

(2014) Sharon E. Murphy et al.   CARCINOGENESIS

Expectation propagation in linear regression models with spike-and-slab priors

(2014) José Miguel Hernández-Lobato et al.   MACHINE LEARNING

Bayesian Inference for Logistic Models Using Pólya–Gamma Latent Variables

(2013) Nicholas G. Polson et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

EMVS: The EM Approach to Bayesian Variable Selection

(2013) Veronika Ročková et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

The advantages and limitations of trait analysis with GWAS: a review

(2013) Arthur Korte et al.   Plant Methods

Spike-and-Slab Priors for Function Selection in Structured Additive Regression Models

(2012) Fabian Scheipl et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Bayesian model selection for logistic regression models with random intercept

(2011) Helga Wagner et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Prioritizing GWAS Results: A Review of Statistical Methods and Recommendations for Their Application

(2010) Rita M. Cantor et al.   AMERICAN JOURNAL OF HUMAN GENETICS

The horseshoe estimator for sparse signals

(2010) C. M. Carvalho et al.   BIOMETRIKA

Stability selection

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

Network exploration via the adaptive LASSO and SCAD penalties

(2009) Jianqing Fan et al.   Annals of Applied Statistics

The Bayesian Lasso

(2008) Trevor Park et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION