light_check

light_check.default

light_check.flashlight

light_check.multiflashlight

Checks if an object of class "flashlight" or "multiflashlight"
is consistently defined.

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, interaction
strength, and variable contribution breakdown (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

light_check function

<dl><dt>x</dt>
<dd>An object of class "flashlight" or "multiflashlight".</dd>
<dt>...</dt>
<dd>Further arguments passed from or to other methods.</dd></dl>

Arguments

<ul>
<li><code>light_check(default)</code>: Default check method not implemented yet.</li>
<li><code>light_check(flashlight)</code>: Checks if a flashlight object is consistently defined.</li>
<li><code>light_check(multiflashlight)</code>: Checks if a multiflashlight object is consistently defined.</li>
</ul>

Methods (by class)

Check flashlight — light_check

<dl>

<dt>x</dt>
<dd>An object of class "flashlight" or "multiflashlight".</dd>


<dt>...</dt>
<dd>Further arguments passed from or to other methods.</dd>

</dl>

light_check: Check flashlight

Description

Usage

Value

Arguments

Methods (by class)

Examples