make_param_set

Creates a ParamSet for the columns of <code>dt</code>. Depending on the class of a column, a different
Domain is created:<ul>
<li><code>double</code>: <code>p_dbl()</code></li>
<li><code>integer</code>: <code>p_int()</code></li>
<li><code>character</code>: <code>p_fct()</code> (with unique values as levels)</li>
<li><code>factor</code>: <code>p_fct()</code> (with factor levels as levels)</li>
</ul>

Modular and unified R6-based interface for counterfactual explanation methods.
The following methods are currently implemented: Burghmans et al. (2022) <doi:10.48550/arXiv.2104.07411>,
Dandl et al. (2020) <doi:10.1007/978-3-030-58112-1_31> and Wexler et al. (2019) <doi:10.1109/TVCG.2019.2934619>.
Optional extensions allow these methods to be applied to a variety of models and use cases.
Once generated, the counterfactuals can be analyzed and visualized by provided functionalities.

Susanne Dandl

counterfactuals

Counterfactual Explanations

Andreas Hofheinz

Martin Binder

Giuseppe Casalicchio

make_param_set function

<dl><dt>dt</dt>
<dd>(<code>data.table()</code>) 
The data for the ParamSet.</dd>
<dt>lower</dt>
<dd>(numeric() | NULL) 
Vector of minimum values for numeric features. If not NULL, it should be named with the corresponding feature names.
If NULL (default) lower is taken for each numeric feature as its minimum value in <code>dt</code>.</dd>
<dt>upper</dt>
<dd>(numeric() | NULL) 
Vector of maximum values for numeric features. If not NULL, it should be named with the corresponding feature names.
If NULL (default) upper is taken for each numeric feature as its maximum value in <code>dt</code>.</dd></dl>

Arguments

Creates a ParamSet for the features of a data.table. — make_param_set

<dl>

<dt>dt</dt>
<dd>(<code>data.table()</code>) 
The data for the ParamSet.</dd>


<dt>lower</dt>
<dd>(numeric() | NULL) 
Vector of minimum values for numeric features. If not NULL, it should be named with the corresponding feature names.
If NULL (default) lower is taken for each numeric feature as its minimum value in <code>dt</code>.</dd>


<dt>upper</dt>
<dd>(numeric() | NULL) 
Vector of maximum values for numeric features. If not NULL, it should be named with the corresponding feature names.
If NULL (default) upper is taken for each numeric feature as its maximum value in <code>dt</code>.</dd>

</dl>

make_param_set: Creates a ParamSet for the features of a data.table.

Description

Usage

Value

Arguments