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live
View on CRAN: Click
here
Download and install live package within the R console
Install from CRAN:
install.packages("live")
Install from Github:
library("remotes")
install_github("cran/live") Install by package version:
library("remotes")
install_version("live", "1.5.13") Attach the package and use:
library("live")
Maintained by
Mateusz Staniak
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-04-03
Latest Update: 2020-01-15
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) .
More details can be found in Staniak, Biecek (2018) .
How to cite:
Mateusz Staniak (2018). live: Local Interpretable (Model-Agnostic) Visual Explanations. R package version 1.5.13, https://cran.r-project.org/web/packages/live. Accessed 26 Aug. 2026.
Previous versions and publish date:
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View live citation profile
Other R packages that live depends,
imports, suggests or enhances
Complete documentation for live
Functions, R codes and Examples using
the live R package
Some associated functions: add_predictions . euclidean_kernel . fit_explanation . gaussian_kernel . identity_kernel . live . live_shiny . local_approximation . local_permutation_importance . plot.live_explainer . plot.local_permutation_importance . print.live_explainer . print.live_explorer . print.local_permutation_importance . sample_locally . wine .
Some associated R codes: app.R . dalex_shortcut.R . explain.R . explore.R . generics.R . helpers.R . kernels.R . live.R . local_perimp.R . plot.R . sampling_methods.R . zzz.R . Full live package functions and examples
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