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Local Interpretable (Model-agnostic) Visual Explanations - model visualization for regression problems and tabular data based on LIME method. Available on CRAN
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ModelOriented/live
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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_shinyfunction 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 aboutlive andbreakDown inR Journal.
Website:https://mi2datalab.github.io/live/
Conference talks onlive:Wrocław 2018,Berlin 2017.
Python implementation of LIME and info about the method:https://github.com/marcotcr/lime
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Local Interpretable (Model-agnostic) Visual Explanations - model visualization for regression problems and tabular data based on LIME method. Available on CRAN