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


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Documentation for package ‘BMIselect’ version 1.0.1

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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