popcall

create list object of population data for easy data processing

internal

Functions for deep learning estimation of Conditional Average Treatment Effects (CATEs)
from meta-learner models and Population Average Treatment Effects on the Treated (PATT) in settings with
treatment noncompliance using reticulate, TensorFlow and Keras3. Functions in the package also implements
the conformal prediction framework that enables computation and illustration of conformal prediction (CP)
intervals for estimated individual treatment effects (ITEs) from meta-learner models. Additional
functions in the package permit users to estimate the meta-learner CATEs and the PATT in settings with
treatment noncompliance using weighted ensemble learning via the super learner approach and R neural networks.

Nguyen K. Huynh

DeepLearningCausal

Causal Inference with Super Learner and Deep Neural Networks

Bumba Mukherjee

Yang Yang

popcall function

<dl><dt>response.formula</dt>
<dd>formula for response equation of binary outcome
variable and covariates</dd>
<dt>compl.var</dt>
<dd>string for complier variable</dd>
<dt>treat.var</dt>
<dd>string for treatment variable</dd>
<dt>pop.data</dt>
<dd><code>data.frame</code> of experimental variable</dd>
<dt>weights</dt>
<dd>observation weights</dd>
<dt>cluster</dt>
<dd>clustering variable</dd>
<dt>ID</dt>
<dd>identifier variable</dd>
<dt>patt</dt>
<dd>logical for patt, subsetting population treated observations</dd></dl>

Arguments

Create list for population data — popcall

<dl>

<dt>response.formula</dt>
<dd>formula for response equation of binary outcome
variable and covariates</dd>


<dt>compl.var</dt>
<dd>string for complier variable</dd>


<dt>treat.var</dt>
<dd>string for treatment variable</dd>


<dt>pop.data</dt>
<dd><code>data.frame</code> of experimental variable</dd>


<dt>weights</dt>
<dd>observation weights</dd>


<dt>cluster</dt>
<dd>clustering variable</dd>


<dt>ID</dt>
<dd>identifier variable</dd>


<dt>patt</dt>
<dd>logical for patt, subsetting population treated observations</dd>

</dl>

popcall: Create list for population data

Description

Usage

Value

Arguments