Bayesian MI-LASSO for Variable Selection on Multiply-Imputed Datasets

Documentation for package ‘BMIselect’ version 1.0.1

ARD_mcmc	ARD MCMC Sampler for Multiply-Imputed Regression
BMI_LASSO	Bayesian MI-LASSO for Multiply-Imputed Regression
horseshoe_mcmc	Horseshoe MCMC Sampler for Multiply-Imputed Regression
MI_LASSO	Multiple-Imputation LASSO (MI-LASSO)
multi_laplace_mcmc	Multi-Laplace MCMC Sampler for Multiply-Imputed Regression
projection_mean	Projecting Posterior Means of Full-Model Coefficients onto a Reduced Subset Model
projection_posterior	Projection of Full-Posterior Draws onto a Reduced-Subset Model
sim_A	Simulate dataset A: Independent continuous covariates with MCAR/MAR missingness
sim_B	Simulate dataset B: AR(1)-correlated continuous covariates with MCAR/MAR missingness
sim_C	Simulate dataset C: AR(1)-latent Gaussian dichotomized to binary covariates with MCAR/MAR missingness
spike_laplace_partially_mcmc	Spike-and-Laplace MCMC Sampler for Multiply-Imputed Regression