plot.light_breakdown

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

Scales argument passed to <code>facet_wrap</code>.

facet_scales

<code>ncol</code> argument passed to <code>facet_wrap</code>.

facet_ncol

Should x axis labels be rotated by 45 degrees? Default is FALSE.

rotate_x

Further arguments passed to <code>geom_label</code>.

Minimal visualization of an object of class <code>light_breakdown</code> as waterfall plot. The object returned is of class <code>ggplot</code> and can be further customized.

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_breakdown function

<dl><dt>x</dt>
<dd>An object of class <code>light_breakdown</code>.</dd>
<dt>facet_scales</dt>
<dd>Scales argument passed to <code>facet_wrap</code>.</dd>
<dt>facet_ncol</dt>
<dd><code>ncol</code> argument passed to <code>facet_wrap</code>.</dd>
<dt>rotate_x</dt>
<dd>Should x axis labels be rotated by 45 degrees? Default is FALSE.</dd>
<dt>...</dt>
<dd>Further arguments passed to <code>geom_label</code>.</dd></dl>

Arguments

Visualize Variable Contribution Breakdown for Single Observation — plot.light_breakdown

<dl>

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


<dt>facet_scales</dt>
<dd>Scales argument passed to <code>facet_wrap</code>.</dd>


<dt>facet_ncol</dt>
<dd><code>ncol</code> argument passed to <code>facet_wrap</code>.</dd>


<dt>rotate_x</dt>
<dd>Should x axis labels be rotated by 45 degrees? Default is FALSE.</dd>


<dt>...</dt>
<dd>Further arguments passed to <code>geom_label</code>.</dd>

</dl>

plot.light_breakdown: Visualize Variable Contribution Breakdown for Single Observation

Description

Usage

Value

Arguments

Details

See Also

Examples