Summary Method for ensemble_hte_fit Objects — summary.ensemble_hte

Provides a summary of the estimated individual treatment effects (ITEs) from an ensemble HTE fit, including descriptive statistics, BLP coefficients for average treatment effect and heterogeneity, and GATES group estimates.

Usage

# S3 method for class 'ensemble_hte_fit'
summary(object, n_groups = 3, group_on = c("auto", "all", "analysis"), ...)

Arguments

object: An object of class ensemble_hte_fit from ensemble_hte.
n_groups: Integer. Number of groups for GATES analysis (default: 3).
group_on: Character. How to form groups when train_idx was used. Passed through to gates. One of "auto" (default), "all", or "analysis".
...: Additional arguments (currently unused).

Value

Invisibly returns the input object.

Examples

if (FALSE) { # \dontrun{
data(microcredit)
covars <- c("age", "gender", "education", "hhinc_yrly_base",
            "css_creditscorefinal")
dat <- microcredit[, c("hhinc_yrly_end", "treat", covars)]
fit <- ensemble_hte(
  hhinc_yrly_end ~ ., treatment = treat, data = dat,
  prop_score = microcredit$prop_score,
  algorithms = c("lm", "grf"), M = 3, K = 3
)
summary(fit)
summary(fit, n_groups = 5)
} # }