CRAN/E | fmeffects

fmeffects

Model-Agnostic Interpretations with Forward Marginal Effects

Installation

About

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) .

github.com/holgstr/fme
Bug report File report

Key Metrics

Version 0.1.0
R ≥ 3.5.0
Published 2023-07-19 65 days ago
Needs compilation? no
License LGPL-3
CRAN checks fmeffects results

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Maintainer

Maintainer

Holger Löwe

hbj.loewe@gmail.com

Authors

Holger Löwe

cre / aut

Christian Scholbeck

aut

Christian Heumann

rev

Bernd Bischl

rev

Giuseppe Casalicchio

rev

Material

README
NEWS
Reference manual
Package source

Vignettes

Get started
Why FMEs?

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-develnot available

x86_64

r-releasenot available

x86_64

r-oldrelnot available

x86_64

Depends

R ≥ 3.5.0

Imports

checkmate
data.table
partykit
ggparty
ggplot2
cowplot
R6
testthat

Suggests

caret
knitr
mlr3verse
ranger
rmarkdown
rpart