Plot the groups of a borrowing model and its benchmark models.

Plot the groups against one another for a borrowing model (hierarchical or mixture) and the independent and pooled benchmark models.

hb_plot_group(borrow, pool, independent, outcome = c("response", "diff"))

Arguments

borrow

A data frame returned by hb_summary() for a borrowing model, either the hierarchical model or the mixture model.

pool

A data frame returned by hb_summary() for the pooled model.

independent

A data frame returned by hb_summary() for the independent model.

outcome

Character of length 1, either "response" or "diff", the quantity to plot on the vertical axis.

Value

A ggplot object

See also

Other plot: hb_plot_borrow(), hb_plot_tau()

Examples

if (!identical(Sys.getenv("HB_TEST", unset = ""), "")) {
data <- hb_sim_independent(n_continuous = 2)$data
mcmc_borrow <- hb_mcmc_hierarchical(
  data,
  n_chains = 1,
  n_adapt = 100,
  n_warmup = 100,
  n_iterations = 200
)
mcmc_pool <- hb_mcmc_pool(
  data,
  n_chains = 1,
  n_adapt = 100,
  n_warmup = 200,
  n_iterations = 200
)
mcmc_independent <- hb_mcmc_independent(
  data,
  n_chains = 1,
  n_adapt = 100,
  n_warmup = 200,
  n_iterations = 200
)
borrow <- hb_summary(mcmc_borrow, data)
pool <- hb_summary(mcmc_pool, data)
independent <- hb_summary(mcmc_independent, data)
hb_plot_group(
  borrow = borrow,
  pool = pool,
  independent = independent
)
}