plot.light_global_surrogate

An object of class <code>light_global_surrogate</code>.

Plot type, see help of <code>rpart.plot</code>. Default is 5.

type

Automatic plot titles (only if multiple trees are shown in the same figure).

auto_main

If multiple trees are shown in the same figure: what value of <code>mfrow</code> to use in <code>par</code>?

mfrow

Further arguments passed to <code>rpart.plot</code>.

Using <code>rpart.plot</code>, trees fitted by <code>light_global_surrogate</code> are visualized.

Shed light on black box machine learning models by the help
of model performance, variable importance, global surrogate models,
ICE profiles, partial dependence (Friedman J. H. (2001)
<doi:10.1214/aos/1013203451>), accumulated local effects (Apley D. W.
(2016) <arXiv:1612.08468>), further effects plots, scatter plots,
interaction strength, and variable contribution breakdown (approximate
SHAP) for single observations (Gosiewska and Biecek (2019)
<arxiv:1903.11420>). All tools are implemented to work with case
weights and allow for stratified analysis. Furthermore, multiple
flashlights can be combined and analyzed together.

Michael Mayer

flashlight

Shed Light on Black Box Machine Learning Models

plot.light_global_surrogate function

<dl><dt>x</dt>
<dd>An object of class <code>light_global_surrogate</code>.</dd>
<dt>type</dt>
<dd>Plot type, see help of <code>rpart.plot</code>. Default is 5.</dd>
<dt>auto_main</dt>
<dd>Automatic plot titles (only if multiple trees are shown in the same figure).</dd>
<dt>mfrow</dt>
<dd>If multiple trees are shown in the same figure: what value of <code>mfrow</code> to use in <code>par</code>?</dd>
<dt>...</dt>
<dd>Further arguments passed to <code>rpart.plot</code>.</dd></dl>

Arguments

Plot Global Surrogate Trees — plot.light_global_surrogate

<dl>

<dt>x</dt>
<dd>An object of class <code>light_global_surrogate</code>.</dd>


<dt>type</dt>
<dd>Plot type, see help of <code>rpart.plot</code>. Default is 5.</dd>


<dt>auto_main</dt>
<dd>Automatic plot titles (only if multiple trees are shown in the same figure).</dd>


<dt>mfrow</dt>
<dd>If multiple trees are shown in the same figure: what value of <code>mfrow</code> to use in <code>par</code>?</dd>


<dt>...</dt>
<dd>Further arguments passed to <code>rpart.plot</code>.</dd>

</dl>

plot.light_global_surrogate: Plot Global Surrogate Trees

Description

Usage

Value

Arguments

See Also

Examples