Package: fmeffects 0.1.4

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>.

Authors:Holger Löwe [cre, aut], Christian Scholbeck [aut], Christian Heumann [rev], Bernd Bischl [rev], Giuseppe Casalicchio [rev]

fmeffects_0.1.4.tar.gz
fmeffects_0.1.4.zip(r-4.7-any)fmeffects_0.1.4.zip(r-4.6-any)fmeffects_0.1.4.zip(r-4.5-any)
fmeffects_0.1.4.tgz(r-4.6-any)fmeffects_0.1.4.tgz(r-4.5-any)
fmeffects_0.1.4.tar.gz(r-4.7-any)fmeffects_0.1.4.tar.gz(r-4.6-any)
fmeffects_0.1.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
fmeffects/json (API)

# Install 'fmeffects' in R:
install.packages('fmeffects', repos = c('https://holgstr.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/holgstr/fmeffects/issues

Pkgdown/docs site:https://holgstr.github.io

Datasets:
  • bikes - Regression data of the usage of rental bikes in Washington D.C., USA

On CRAN:

Conda:

3.60 score 2 stars 12 scripts 1.7k downloads 14 exports 52 dependencies

Last updated from:12331c401b. Checks:7 WARNING, 1 ERROR, 1 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develWARNING266
source / vignettesERROR276
linux-releaseWARNING242
macos-releaseWARNING181
macos-oldrelWARNING201
windows-develWARNING100
windows-releaseWARNING138
windows-oldrelWARNING133
wasm-releaseOK168

Exports:ameAverageMarginalEffectscamefmeForwardMarginalEffectmakePredictorPartitioningPartitioningCtreePartitioningRpartPredictorPredictorCaretPredictorLMPredictorMLR3PredictorParsnip

Dependencies:backportsbriocallrcheckmateclicowplotcpp11crayondata.tabledescdiffobjevaluatefarverFormulafsggpartyggplot2gluegtableinumisobandjsonlitelabelinglatticelibcoinlifecyclemagrittrMatrixmvtnormotelpartykitpkgbuildpkgloadpraiseprocessxpsR6RColorBrewerrlangrpartrprojrootS7sandwichscalesstrucchangesurvivaltestthatvctrsviridisLitewaldowithrzoo