control_kliep

Controls for the kliep function used in the package.

The goal of 'automatedRecLin' is to perform record linkage (also known as entity resolution) in unsupervised or supervised settings. It compares pairs of records from two datasets using selected comparison functions to estimate the probability or density ratio between matched and non-matched records. Based on these estimates, it predicts a set of matches that maximizes entropy. For details see: Lee et al. (2022) <https://www150.statcan.gc.ca/n1/pub/12-001-x/2022001/article/00007-eng.htm>, Vo et al. (2023) <https://ideas.repec.org/a/eee/csdana/v179y2023ics0167947322002365.html>, Sugiyama et al. (2008) <doi:10.1007/s10463-008-0197-x>.

Adam Struzik

automatedRecLin

Record Linkage Based on an Entropy-Maximizing Classifier

Maciej Beręsewicz

control_kliep function

<dl><dt>scale</dt>
<dd><code>"numerator"</code>, <code>"denominator"</code> or <code>NULL</code>, indicating whether to standardize each numeric variable according
to the numerator means and standard deviations, the denominator means and standard deviations,
or apply no standardization at all.</dd>
<dt>progressbar</dt>
<dd>Logical indicating whether or not to display a progressbar.</dd>
<dt>nfold</dt>
<dd>Number of cross-validation folds used in order to calculate the optimal sigma value (default is 2-fold cv).</dd>
<dt>...</dt>
<dd>Additional arguments.</dd></dl>

Arguments

Author

Controls for the kliep Function — control_kliep

<dl>

<dt>scale</dt>
<dd><code>"numerator"</code>, <code>"denominator"</code> or <code>NULL</code>, indicating whether to standardize each numeric variable according
to the numerator means and standard deviations, the denominator means and standard deviations,
or apply no standardization at all.</dd>


<dt>progressbar</dt>
<dd>Logical indicating whether or not to display a progressbar.</dd>


<dt>nfold</dt>
<dd>Number of cross-validation folds used in order to calculate the optimal sigma value (default is 2-fold cv).</dd>


<dt>...</dt>
<dd>Additional arguments.</dd>

</dl>

control_kliep: Controls for the `kliep` Function

Description

Usage

Value

Arguments

Author