# Modular Bayesian Hierarchical Shrinkage Models

## Documentation for package ‘shrinkr’ version 0.4.5

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Package NEWS.

## Help Pages

shrinkr-package | shrinkr: Modular Bayesian Hierarchical Shrinkage Models
as.data.frame.shrinkr_fit | Convert shrinkr_fit to data.frame
as.data.frame.shrinkr_mixture | Convert mixture fit to data frame
as.data.frame.shrinkr_prior_pred | Convert prior predictive samples to data frame
as_draws_df.shrinkr_fit | Convert shrinkr_fit to draws_df
extract_mu_tau | Extract mu and tau parameters
extract_theta | Extract theta (group-level effect) parameters
fit_mixture | Fit Gaussian mixture models to posterior samples
plot.shrinkr_fit | Plot shrinkage fit
plot.shrinkr_mixture | Plot fitted marginal densities or QQ plots for mixture models
plot.shrinkr_prior_contrasts | Plot prior predictive pairwise differences
plot.shrinkr_prior_pred | Plot prior predictive samples
print.shrinkr_fit | Print method for shrinkr_fit
print.shrinkr_mixture | Print method for mixture fits
print.shrinkr_prior_contrasts | Print method for prior pairwise contrasts
print.shrinkr_prior_pred | Print method for prior predictive samples
print.summary.shrinkr_mixture | Print summary of mixture fit
print.summary.shrinkr_prior_pred | Print summary of prior predictive samples
prior_mixture | Create a mixture prior
prior_pairwise_differences | Compute prior predictive pairwise differences |theta_i - theta_j|
prior_spike_slab | Spike-and-slab prior for testing homogeneity
sample_prior_predictive | Sample from prior predictive distribution
shrink | Bayesian Hierarchical Shrinkage Model
shrinkr | shrinkr: Modular Bayesian Hierarchical Shrinkage Models
shrinkr-imports | Imports from stats
summarise_mu_tau | Summarize mu and tau hyperparameters
summarise_theta | Summarize theta parameters by group
summarize_mu_tau | Summarize mu and tau hyperparameters
summarize_theta | Summarize theta parameters by group
summary.shrinkr_fit | Summary method for shrinkr_fit
summary.shrinkr_mixture | Summary statistics for mixture fits
summary.shrinkr_prior_pred | Summary statistics for prior predictive samples
theta_contrasts | Linear combinations of theta