Param_ATT: Additive Effect of Treatment Among the Treated
In lurui0421/TMLE-for-causal-inference-: The Extensible TMLE Framework

Description Usage Format Value Current Issues Constructor Fields See Also

Parameter definition for the Additive Effect of Treatment Among the Treated (ATT). Currently supports multiple static intervention nodes. Does yet not support dynamic rule or stochastic interventions.

Param_ATT

R6Class object.

Param_base object

clever covariates doesn't support updates; always uses initial (necessary for iterative TMLE, e.g. stochastic intervention)
doesn't integrate over possible counterfactuals (necessary for stochastic intervention)
clever covariate gets recalculated all the time (inefficient)

define_param(Param_ATT, observed_likelihood, intervention_list, ..., outcome_node)

observed_likelihood: A Likelihood corresponding to the observed likelihood
intervention_list_treatment: A list of objects inheriting from LF_base, representing the treatment intervention.
intervention_list_control: A list of objects inheriting from LF_base, representing the control intervention.
...: Not currently used.
outcome_node: character, the name of the node that should be treated as the outcome

cf_likelihood_treatment: the counterfactual likelihood for the treatment
cf_likelihood_control: the counterfactual likelihood for the control
intervention_list_treatment: A list of objects inheriting from LF_base, representing the treatment intervention
intervention_list_control: A list of objects inheriting from LF_base, representing the control intervention