fmeffects: Model-Agnostic Interpretations with Forward Marginal Effects

Create local, regional, and global explanations for any machine learning model with forward marginal effects. You provide a model and data, and 'fmeffects' computes feature effects. The package is based on the theory in: C. A. Scholbeck, G. Casalicchio, C. Molnar, B. Bischl, and C. Heumann (2022) <doi:10.48550/arXiv.2201.08837>.

Package details

AuthorHolger Löwe [cre, aut], Christian Scholbeck [aut], Christian Heumann [rev], Bernd Bischl [rev], Giuseppe Casalicchio [rev]
MaintainerHolger Löwe <hbj.loewe@gmail.com>
LicenseLGPL-3
Version0.1.3
URL https://holgstr.github.io/fmeffects/ https://github.com/holgstr/fmeffects
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("fmeffects")

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fmeffects documentation built on June 22, 2024, 9:32 a.m.