check_kolmogorov_smirnov

Checks the Kolmogorov-Smirnov (KS) statistics for exposure and confounders in
the pseudo-population

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

check_kolmogorov_smirnov function

<dl><dt>w</dt>
<dd>A vector of observed continuous exposure variable.</dd>
<dt>c</dt>
<dd>A data.frame of observed covariates variable.</dd>
<dt>ci_appr</dt>
<dd>The causal inference approach.</dd>
<dt>counter_weight</dt>
<dd>A weight vector in different situations. If the
matching approach is selected, it is an integer data.table of counters.
In the case of the weighting approach, it is weight data.table.</dd></dl>

Arguments

Check Kolmogorov-Smirnov (KS) statistics — check_kolmogorov_smirnov

<dl>

<dt>w</dt>
<dd>A vector of observed continuous exposure variable.</dd>


<dt>c</dt>
<dd>A data.frame of observed covariates variable.</dd>


<dt>ci_appr</dt>
<dd>The causal inference approach.</dd>


<dt>counter_weight</dt>
<dd>A weight vector in different situations. If the
matching approach is selected, it is an integer data.table of counters.
In the case of the weighting approach, it is weight data.table.</dd>

</dl>

check_kolmogorov_smirnov: Check Kolmogorov-Smirnov (KS) statistics

Description

Usage

Value

Arguments