multiflashlight

multiflashlight.default

multiflashlight.flashlight

multiflashlight.list

multiflashlight.multiflashlight

Combines a list of flashlights to an object of class "multiflashlight"
and/or updates a multiflashlight.

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

multiflashlight function

<dl><dt>x</dt>
<dd>An object of class "multiflashlight", "flashlight" or a list of flashlights.</dd>
<dt>...</dt>
<dd>Optional arguments in the flashlights to update, see examples.</dd></dl>

Arguments

<ul>
<li><code>multiflashlight(default)</code>: Used to create a flashlight object.
No <code>x</code> has to be passed in this case.</li>
<li><code>multiflashlight(flashlight)</code>: Updates an existing flashlight object and turns
into a multiflashlight.</li>
<li><code>multiflashlight(list)</code>: Creates (and updates) a multiflashlight from a list
of flashlights.</li>
<li><code>multiflashlight(multiflashlight)</code>: Updates an object of class "multiflashlight".</li>
</ul>

Methods (by class)

Create or Update a multiflashlight — multiflashlight

<dl>

<dt>x</dt>
<dd>An object of class "multiflashlight", "flashlight" or a list of flashlights.</dd>


<dt>...</dt>
<dd>Optional arguments in the flashlights to update, see examples.</dd>

</dl>

multiflashlight: Create or Update a multiflashlight

Description

Usage

Value

Arguments

Methods (by class)

See Also

Examples