Bayesian Factorizations of Big Sparse Tensors

Posterior contraction in sparse Bayesian factor models for massive covariance matrices

(2014) Debdeep Pati et al.   ANNALS OF STATISTICS

Posterior consistency in linear models under shrinkage priors

(2013) A. Armagan et al.   BIOMETRIKA

Adaptive Bayesian multivariate density estimation with Dirichlet mixtures

(2013) W. Shen et al.   BIOMETRIKA

Posterior consistency in conditional distribution estimation

(2013) Debdeep Pati et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Needles and Straw in a Haystack: Posterior concentration for possibly sparse sequences

(2012) Ismaël Castillo et al.   ANNALS OF STATISTICS

Bernstein–von Mises theorems for Gaussian regression with increasing number of regressors

(2011) Dominique Bontemps   ANNALS OF STATISTICS

Sparse Bayesian infinite factor models

(2011) A. Bhattacharya et al.   BIOMETRIKA

Elastic Net Regression Modeling With the Orthant Normal Prior

(2011) Chris Hans   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

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

A weakly informative default prior distribution for logistic and other regression models

(2009) Andrew Gelman et al.   Annals of Applied Statistics

A conjugate prior for discrete hierarchical log-linear models

(2009) Hélène Massam et al.   ANNALS OF STATISTICS

Nonnegative approximations of nonnegative tensors

(2009) Lek-Heng Lim et al.   JOURNAL OF CHEMOMETRICS

High-Dimensional Sparse Factor Modeling: Applications in Gene Expression Genomics

(2009) Carlos M. Carvalho et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Nonparametric Bayes Modeling of Multivariate Categorical Data

(2009) David B. Dunson et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Tensor Decompositions and Applications

(2009) Tamara G. Kolda et al.   SIAM REVIEW

Rates of contraction of posterior distributions based on Gaussian process priors

(2008) A. W. van der Vaart et al.   ANNALS OF STATISTICS

The Bayesian Lasso

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