Compute Quantities of Interest (PAPE, PAPEp, PAPDp, AUPEC, GATE, GATEcv) with user defined functions

Compute Quantities of Interest (PAPE, PAPEp, PAPDp, AUPEC, GATE, GATEcv) with user defined functions

Usage

compute_qoi_user(itr_function, Tcv, Ycv, tau, data, ngates, budget, ...)

Arguments

itr_function

A user-defined function to create an ITR. The function should take the data as input and return an ITR. The output is a vector of the unit-level binary treatment that would have been assigned by the individualized treatment rule. The default is NULL, which means the ITR will be estimated from the estimate_itr.

Tcv

A vector of the unit-level binary treatment.

Ycv

A vector of the unit-level continuous outcome.

tau

A vector of the unit-level continuous score for treatment assignment. We assume those that have tau<0 should not have treatment. Conditional Average Treatment Effect is one possible measure.

data

A data frame containing the variables of interest.

ngates

The number of gates to be used in the GATE function.

budget

The maximum percentage of population that can be treated under the budget constraint.

...

Additional arguments to be passed to the user-defined function.