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DESCRIPTION
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Package: localModel
Title: LIME-Based Explanations with Interpretable Inputs Based on Ceteris Paribus Profiles
Version: 0.5
Authors@R: c(person("Przemyslaw", "Biecek", email = "przemyslaw.biecek@gmail.com", role = c("aut", "cre")),
person("Mateusz", "Staniak", role = "aut"),
person("Krystian", "Igras", role = "ctb"),
person("Alicja", "Gosiewska", role = "ctb"),
person("Harel", "Lustiger", role = "ctb"),
person("Willy", "Tadema", role = "ctb")
)
Maintainer: Przemyslaw Biecek <przemyslaw.biecek@gmail.com>
Description: 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.
URL: https://github.com/ModelOriented/localModel
BugReports: https://github.com/ModelOriented/localModel/issues
Depends: R (>= 3.5)
License: GPL
Encoding: UTF-8
LazyData: true
Imports: glmnet,
DALEX,
ggplot2,
partykit,
ingredients
RoxygenNote: 7.1.1
Suggests: covr,
knitr,
rmarkdown,
randomForest,
testthat
VignetteBuilder: knitr