Decoupling Shrinkage and Selection in Bayesian Linear Models: A Posterior Summary Perspective

Bayesian Inference for Logistic Models Using Pólya–Gamma Latent Variables

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

Criteria for Bayesian model choice with application to variable selection

(2012) M. J. Bayarri et al.   ANNALS OF STATISTICS

Structuring shrinkage: some correlated priors for regression

(2012) J. E. Griffin et al.   BIOMETRIKA

On Sampling Strategies in Bayesian Variable Selection Problems With Large Model Spaces

(2012) G. García-donato et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Local shrinkage rules, Lévy processes and regularized regression

(2012) Nicholas G. Polson et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Fully Bayes factors with a generalized g-prior

(2011) Yuzo Maruyama et al.   ANNALS OF STATISTICS

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

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

The horseshoe estimator for sparse signals

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

Bayesian Adaptive Sampling for Variable Selection and Model Averaging

(2010) Merlise A. Clyde et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Bayesian variable selection using cost-adjusted BIC, with application to cost-effective measurement of quality of health care

(2009) D. Fouskakis et al.   Annals of Applied Statistics

A unified approach to model selection and sparse recovery using regularized least squares

(2009) Jinchi Lv et al.   ANNALS OF STATISTICS

Bayesian lasso regression

(2009) C. Hans   BIOMETRIKA

Comparing Stochastic Optimization Methods for Variable Selection in Binary Outcome Prediction, With Application to Health Policy

(2009) Dimitris Fouskakis et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Model uncertainty and variable selection in Bayesian lasso regression

(2009) Chris Hans   STATISTICS AND COMPUTING

One-step sparse estimates in nonconcave penalized likelihood models

(2008) Hui Zou et al.   ANNALS OF STATISTICS

Mixtures ofgPriors for Bayesian Variable Selection

(2008) Feng Liang et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

The Bayesian Lasso

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

Empirical Bayes vs. fully Bayes variable selection

(2007) Wen Cui et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE