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ALEPlot-package

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


Description

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.

Details

See the two individual functions ALEPlot and PDPlot that are included in this package.

Author(s)

Dan Apley

Maintainer: Dan Apley <apley@northwestern.edu>

References

Apley, D. W. (2016), "Visualizing the Effects of Predictor Variables in Black Box Supervised Learning Models," submitted for publication.


ALEPlot

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

v1.1
GPL-2
Authors
Dan Apley
Initial release
2018-05-22

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