Compute bootstrap confidence intervals on the ATE parameter

Output both the point estimate and the bootstrap confidence interval

Super class

TMLEbootstrap::generalBootstrap -> ateBootstrap

Methods

Public methods

• ateBootstrap$new()

• ateBootstrap$bootstrap_once()

• ateBootstrap$run_bootstrap()

• ateBootstrap$clone()

Inherited methods

• TMLEbootstrap::generalBootstrap$all_boot_CI()

• TMLEbootstrap::generalBootstrap$bootstrap()

• TMLEbootstrap::generalBootstrap$center_CI()

• TMLEbootstrap::generalBootstrap$exact_bootstrap()

• TMLEbootstrap::generalBootstrap$exact_bootstrap_paper()

• TMLEbootstrap::generalBootstrap$penalized_CI()

• TMLEbootstrap::generalBootstrap$penalized_CI_half()

• TMLEbootstrap::generalBootstrap$scale_adjust_CI()

• TMLEbootstrap::generalBootstrap$shift2()

• TMLEbootstrap::generalBootstrap$sigma_mse()

• TMLEbootstrap::generalBootstrap$spread()

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Method new()

Usage

ateBootstrap$new(
  data,
  family_y,
  lambda1 = NULL,
  lambda2 = NULL,
  M1 = NULL,
  M2 = NULL,
  targeting = TRUE
)

---

Method bootstrap_once()

Usage

ateBootstrap$bootstrap_once(self, data)

---

Method run_bootstrap()

Usage

ateBootstrap$run_bootstrap(n_bootstrap = 200, alpha = 0.05, kind = NULL)

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Method clone()

The objects of this class are cloneable with this method.

Usage

ateBootstrap$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.