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Generic function for extracting parameter samples from a model object (BCF, BART, etc...)

Usage

extract_parameter(object, term)

Arguments

object

Fitted model object from which to extract parameter samples

term

Name of the parameter to extract (e.g., "sigma2", "y_hat_train", etc.)

Value

Parameter sample array

Examples

n <- 100
p <- 10
X <- matrix(runif(n*p), ncol = p)
rfx_group_ids <- sample(1:2, size = n, replace = TRUE)
rfx_basis <- rep(1.0, n)
y <- (-5 + 10*(X[,1] > 0.5)) + (-2*(rfx_group_ids==1)+2*(rfx_group_ids==2)) + rnorm(n)
bart_model <- bart(X_train=X, y_train=y, rfx_group_ids_train=rfx_group_ids,
                   rfx_basis_train = rfx_basis, num_gfr=0, num_mcmc=10)
sigma2_samples <- extract_parameter(bart_model, "sigma2")