Package: localModel 0.5

Przemyslaw Biecek

localModel: LIME-Based Explanations with Interpretable Inputs Based on Ceteris Paribus Profiles

Local explanations of machine learning models describe, how features contributed to a single prediction. This package implements an explanation method based on LIME (Local Interpretable Model-agnostic Explanations, see Tulio Ribeiro, Singh, Guestrin (2016) <doi:10.1145/2939672.2939778>) in which interpretable inputs are created based on local rather than global behaviour of each original feature.

Authors:Przemyslaw Biecek [aut, cre], Mateusz Staniak [aut], Krystian Igras [ctb], Alicja Gosiewska [ctb], Harel Lustiger [ctb], Willy Tadema [ctb]

localModel_0.5.tar.gz
localModel_0.5.zip(r-4.7-any)localModel_0.5.zip(r-4.6-any)localModel_0.5.zip(r-4.5-any)
localModel_0.5.tgz(r-4.6-any)localModel_0.5.tgz(r-4.5-any)
localModel_0.5.tar.gz(r-4.7-any)localModel_0.5.tar.gz(r-4.6-any)
localModel_0.5.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
localModel/json (API)

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

Bug tracker:https://github.com/modeloriented/localmodel/issues

On CRAN:

Conda:

6.51 score 14 stars 31 scripts 1.7k downloads 4 exports 48 dependencies

Last updated from:7cba8f3c33. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK155
source / vignettesOK167
linux-releaseOK141
macos-releaseOK93
macos-oldrelOK108
windows-develOK103
windows-releaseOK75
windows-oldrelOK80
wasm-releaseOK99

Exports:gaussian_kernelidentity_kernelindividual_surrogate_modelplot_interpretable_feature

Dependencies:clicodetoolscpp11DALEXdigestdoFuturefarverforeachFormulafuturefuture.applyggplot2glmnetglobalsgluegridExtragtableiBreakDowningredientsinumisobanditeratorskernelshaplabelinglatticelibcoinlifecyclelistenvMatrixmvtnormparallellypartykitR6RColorBrewerRcppRcppEigenrlangrpartS7sandwichscalesshapestrucchangesurvivalvctrsviridisLitewithrzoo

Explaining classification models with localModel package
Rendered fromclassification_example.Rmdusingknitr::rmarkdown

Last update: 2019-04-10
Started: 2018-11-16

Introduction to localModel package
Rendered fromregression_example.Rmdusingknitr::rmarkdown

Last update: 2019-04-10
Started: 2018-11-16

Methodology behind localModel package
Sampling for local exploration | Fitting black box model | Fitting the explanation model
Rendered fromlocalModel_methodology.Rmdusingknitr::rmarkdown

Last update: 2018-12-21
Started: 2018-12-21