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DESCRIPTION
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Package: live
Type: Package
Title: Local Interpretable (Model-Agnostic) Visual Explanations
Version: 1.5.10
Authors@R: c(
person("Mateusz", "Staniak", role = c("cre","aut"),
email = "mateusz.staniak@math.uni.wroc.pl"),
person("Przemysław", "Biecek", role = "aut",
email = "przemyslaw.biecek@gmail.com")
)
Description: Interpretability of complex machine learning models is a growing concern.
This package helps to understand key factors that drive the
decision made by complicated predictive model (so called black box model).
This is achieved through local approximations that are either based on
additive regression like model or CART like model that allows for
higher interactions. The methodology is based on Tulio Ribeiro, Singh, Guestrin (2016) <doi:10.1145/2939672.2939778>.
More details can be found in Staniak, Biecek (2018) <doi:10.32614/RJ-2018-072>.
URL: https://github.com/ModelOriented/live
BugReports: https://github.com/ModelOriented/live/issues
License: MIT + file LICENSE
Encoding: UTF-8
LazyData: true
RoxygenNote: 6.1.1
Depends: R (>= 3.0.2),
Suggests: knitr,
rmarkdown,
testthat,
glmnet,
covr,
DALEX
VignetteBuilder: knitr
Imports: mlr,
dplyr,
breakDown,
data.table,
forestmodel,
shiny,
MASS,
ggplot2,
gower,
e1071