residuals.multiflashlight

Residuals method for an object of class "multiflashlight".
Pass additional elements to update the multiflashlight before calculation of
residuals.

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

residuals.multiflashlight function

<dl><dt>object</dt>
<dd>An object of class "multiflashlight".</dd>
<dt>...</dt>
<dd>Arguments used to update the multiflashlight before
calculating the residuals.</dd></dl>

Arguments

Residuals for multiflashlight — residuals.multiflashlight

<dl>

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


<dt>...</dt>
<dd>Arguments used to update the multiflashlight before
calculating the residuals.</dd>

</dl>

residuals.multiflashlight: Residuals for multiflashlight

Description

Usage

Value

Arguments

Examples