live: Local Interpretable (Model-agnostic) Visual Explanations

Installation

To get started, install stable CRAN version:

install.packages("live")

or the development version:

devtools::install_github("ModelOriented/live")

Features coming up next:

better support for comparing explanations for different models / different instances,
improved Shiny application (see live_shiny function in development version).

If you have any bug reports, feature requests or ideas to improve the methodology, feel free to leave an issue.

Find the paper about live and breakDown in R Journal.

Conference talks on live: Wrocław 2018, Berlin 2017.

Python implementation of LIME and info about the method: https://github.com/marcotcr/lime

Name		Name	Last commit message	Last commit date
Latest commit History 336 Commits
R		R
arepo		arepo
data		data
docs		docs
inst		inst
man		man
tests		tests
vignettes		vignettes
.Rbuildignore		.Rbuildignore
.covrignore		.covrignore
.gitignore		.gitignore
.travis.yml		.travis.yml
DESCRIPTION		DESCRIPTION
LICENSE		LICENSE
NAMESPACE		NAMESPACE
NEWS.md		NEWS.md
README.md		README.md
_pkgdown.yml		_pkgdown.yml
codecov.yml		codecov.yml
live.Rproj		live.Rproj