calibration-class

The functions <code>calibration</code> returns an object of the class <code>calibration</code>.
An object of class '<code>calibration</code>' is a list with at least the following components:<dl>
<dt>stepfun</dt>
<dd>estimated step-functions (see <code>stepfun</code>) for each class</dd><dt>classes</dt>
<dd>the unique classes</dd><dt>model</dt>
<dd>model/method type (string)</dd><dt>xy</dt>
<dd>list of data.frame's with predictions (pr) and estimated probabilities of success (only for 'bin' method)</dd>
</dl>

Various methods for targeted and semiparametric inference including
augmented inverse probability weighted (AIPW) estimators for missing data and
causal inference (Bang and Robins (2005) <doi:10.1111/j.1541-0420.2005.00377.x>),
variable importance and conditional average treatment effects (CATE)
(van der Laan (2006) <doi:10.2202/1557-4679.1008>),
estimators for risk differences and relative risks (Richardson et al. (2017)
<doi:10.1080/01621459.2016.1192546>), assumption lean inference for generalized
linear model parameters (Vansteelandt et al. (2022) <doi:10.1111/rssb.12504>).

Klaus Holst

targeted

Targeted Inference

Klaus K. Holst

Andreas Nordland

calibration-class function

The following S3 generic functions are available for an object of class <code>targeted</code>:<dl>
<dt><code>predict</code></dt>
<dd>Apply calibration to new data.</dd><dt><code>plot</code></dt>
<dd>Plot the calibration curves (reliability plot).</dd><dt><code>print</code></dt>
<dd>Basic print method.</dd>
</dl>

S3 generics

The functions <code>calibration</code> returns an object of the class <code>calibration</code>.
An object of class '<code>calibration</code>' is a list with at least the following components:<dl>
<dt>stepfun</dt>
<dd>estimated step-functions (see <code>stepfun</code>) for each class</dd>

<dt>classes</dt>
<dd>the unique classes</dd>

<dt>model</dt>
<dd>model/method type (string)</dd>

<dt>xy</dt>
<dd>list of data.frame's with predictions (pr) and estimated probabilities of success (only for 'bin' method)</dd>


</dl>

calibration class object — calibration-class

The following S3 generic functions are available for an object of class <code>targeted</code>:<dl>
<dt><code>predict</code></dt>
<dd>Apply calibration to new data.</dd>

<dt><code>plot</code></dt>
<dd>Plot the calibration curves (reliability plot).</dd>

<dt><code>print</code></dt>
<dd>Basic print method.</dd>


</dl>

calibration-class: calibration class object

Description

Arguments

Value

S3 generics

See Also

Examples