Bayesian Variable Selection for Gaussian Copula Regression Models

A global-local approach for detecting hotspots in multiple-response regression

(2020) Hélène Ruffieux et al.   Annals of Applied Statistics

Simultaneous Variable and Covariance Selection with the Multivariate Spike-and-Slab LASSO

(2019) Sameer K. Deshpande et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function

(2018) Gail Davies et al.   Nature Communications

Effects of Age on Long Term Memory for Degraded Speech

(2016) Christiane M. Thiel et al.   Frontiers in Human Neuroscience

The Spike-and-Slab LASSO

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

Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC

(2016) Aki Vehtari et al.   STATISTICS AND COMPUTING

A Bayesian method for analyzing combinations of continuous, ordinal, and nominal categorical data with missing values

(2015) Xiao Zhang et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Systems genetics identifies a convergent gene network for cognition and neurodevelopmental disease

(2015) Michael R Johnson et al.   NATURE NEUROSCIENCE

Sparse Bayesian modelling of underreported count data

(2015) Michaela Dvorzak et al.   STATISTICAL MODELLING

Bayesian Gaussian Copula Factor Models for Mixed Data

(2013) Jared S. Murray et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Wnts in adult brain: from synaptic plasticity to cognitive deficiencies

(2013) Carolina A. Oliva et al.   Frontiers in Cellular Neuroscience

Efficient Bayesian Inference for Multivariate Probit Models With Sparse Inverse Correlation Matrices

(2012) Aline Talhouk et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Efficient Gaussian graphical model determination under G-Wishart prior distributions

(2012) Hao Wang et al.   Electronic Journal of Statistics

Bayesian variable selection regression for genome-wide association studies and other large-scale problems

(2011) Yongtao Guan et al.   Annals of Applied Statistics

To Center or Not to Center: That Is Not the Question—An Ancillarity–Sufficiency Interweaving Strategy (ASIS) for Boosting MCMC Efficiency

(2011) Yaming Yu et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

The splicing regulator Rbfox1 (A2BP1) controls neuronal excitation in the mammalian brain

(2011) Lauren T Gehman et al.   NATURE GENETICS

A latent variable representation of count data models to accommodate spatial and temporal dependence: Application to predicting crash frequency at intersections

(2011) Marisol Castro et al.   TRANSPORTATION RESEARCH PART B-METHODOLOGICAL

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

Reversible jump methods for generalised linear models and generalised linear mixed models

(2010) Jonathan J. Forster et al.   STATISTICS AND COMPUTING

Transdimensional Sampling Algorithms for Bayesian Variable Selection in Classification Problems With Many More Variables Than Observations

(2009) Demetris Lamnisos et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Joint Regression Analysis of Correlated Data Using Gaussian Copulas

(2008) Peter X.-K. Song et al.   BIOMETRICS

Mixtures ofgPriors for Bayesian Variable Selection

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

Improved auxiliary mixture sampling for hierarchical models of non-Gaussian data

(2008) Sylvia Frühwirth-Schnatter et al.   STATISTICS AND COMPUTING

Bayesian model determination for multivariate ordinal and binary data

(2007) Emily L. Webb et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS