shap_dependence

SHAP value against the value of a single feature — the SHAP analog of a
partial-dependence plot. Numeric features use a continuous x-axis; factor
or character features fall back to their labels on a discrete axis.

Graphic elements for exploring Random Forests using the
'randomForest' or 'randomForestSRC' package for survival, regression
and classification forests and 'ggplot2' package plotting. Implements
visualizations of the methods described in Breiman (2001)
<doi:10.1023/A:1010933404324> and Ishwaran, Kogalur, Blackstone, and
Lauer (2008) <doi:10.1214/08-AOAS169>.

John Ehrlinger

ggRandomForests

Visually Exploring Random Forests

shap_dependence function

<dl><dt>x</dt>
<dd>A <code>gg_shap</code> object.</dd>
<dt>xvar</dt>
<dd>The variable to plot. When <code>NULL</code>, the top-ranked variable
(largest mean absolute SHAP) is used.</dd>
<dt>...</dt>
<dd>Unused.</dd></dl>

Arguments

SHAP dependence plot — shap_dependence

<dl>

<dt>x</dt>
<dd>A <code>gg_shap</code> object.</dd>


<dt>xvar</dt>
<dd>The variable to plot. When <code>NULL</code>, the top-ranked variable
(largest mean absolute SHAP) is used.</dd>


<dt>...</dt>
<dd>Unused.</dd>

</dl>

shap_dependence: SHAP dependence plot

Description

Usage

Value

Arguments

See Also