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ALEPlot: Accumulated Local Effects (ALE) Plots and Partial Dependence (PD) Plots

Visualizes the main effects of individual predictor variables and their second-order interaction effects in black-box supervised learning models. The package creates either Accumulated Local Effects (ALE) plots and/or Partial Dependence (PD) plots, given a fitted supervised learning model.

Version: 1.1
Imports: yaImpute
Suggests: R.rsp, nnet
Published: 2018-05-24
DOI: 10.32614/CRAN.package.ALEPlot
Author: Dan Apley
Maintainer: Dan Apley <apley at northwestern.edu>
License: GPL-2
NeedsCompilation: no
In views: MachineLearning
CRAN checks: ALEPlot results

Documentation:

Reference manual: ALEPlot.pdf
Vignettes: AccumulatedLocalEffectPlot

Downloads:

Package source: ALEPlot_1.1.tar.gz
Windows binaries: r-devel: ALEPlot_1.1.zip, r-release: ALEPlot_1.1.zip, r-oldrel: ALEPlot_1.1.zip
macOS binaries: r-release (arm64): ALEPlot_1.1.tgz, r-oldrel (arm64): ALEPlot_1.1.tgz, r-release (x86_64): ALEPlot_1.1.tgz, r-oldrel (x86_64): ALEPlot_1.1.tgz
Old sources: ALEPlot archive

Reverse dependencies:

Reverse suggests: ale, iml

Linking:

Please use the canonical form https://CRAN.R-project.org/package=ALEPlot to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.