estimate_pmetric_erf

Estimate a constant effect size for matched and weighted data set using
parametric models

internal

Provides a framework for estimating causal effects of a continuous
exposure using observational data, and implementing matching and weighting
on the generalized propensity score.
Wu, X., Mealli, F., Kioumourtzoglou, M.A., Dominici, F. and Braun, D., 2022.
Matching on generalized propensity scores with continuous exposures. Journal
of the American Statistical Association, pp.1-29.

Naeem Khoshnevis

CausalGPS

Matching on Generalized Propensity Scores with Continuous
Exposures

Xiao Wu

Danielle Braun

estimate_pmetric_erf function

<dl><dt>formula</dt>
<dd>a vector of outcome variable in matched set.</dd>
<dt>family</dt>
<dd>a description of the error distribution (see ?gnm)</dd>
<dt>data</dt>
<dd>dataset that formula is build upon (Note that there should be a
<code>counter_weight</code> column in this data.)</dd>
<dt>...</dt>
<dd>Additional parameters for further fine tuning the gnm model.</dd></dl>

Arguments

Estimate Parametric Exposure Response Function — estimate_pmetric_erf

<dl>

<dt>formula</dt>
<dd>a vector of outcome variable in matched set.</dd>


<dt>family</dt>
<dd>a description of the error distribution (see ?gnm)</dd>


<dt>data</dt>
<dd>dataset that formula is build upon (Note that there should be a
<code>counter_weight</code> column in this data.)</dd>


<dt>...</dt>
<dd>Additional parameters for further fine tuning the gnm model.</dd>

</dl>

estimate_pmetric_erf: Estimate Parametric Exposure Response Function

Description

Usage

Value

Arguments

Details