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localModel
View on CRAN: Click
here
Download and install localModel package within the R console
Install from CRAN:
install.packages("localModel")
Install from Github:
library("remotes")
install_github("cran/localModel")
Install by package version:
library("remotes")
install_version("localModel", "0.5")
Attach the package and use:
library("localModel")
Maintained by
Przemyslaw Biecek
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.localModel . https://github.com/ModelOriented/localModel/issues . https://github.com/ModelOriented/localModel . localModel results . localModel.pdf . Explaining classification models with localModel package . Methodology behind localModel package . Introduction to localModel package . localModel_0.5.tar.gz . localModel_0.5.zip . localModel_0.5.zip . localModel_0.5.zip . localModel_0.5.tgz . localModel_0.5.tgz . localModel_0.5.tgz . localModel_0.5.tgz . localModel archive . https://CRAN.R-project.org/package=localModel .
First Published: 2019-04-14
Latest Update: 2021-09-14
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) ) in which interpretable
inputs are created based on local rather than global behaviour of each original feature.
How to cite:
Przemyslaw Biecek (2019). localModel: LIME-Based Explanations with Interpretable Inputs Based on Ceteris Paribus Profiles. R package version 0.5, https://cran.r-project.org/web/packages/localModel. Accessed 29 Apr. 2025.
Other packages that cited localModel R package
View localModel citation profile
Other R packages that localModel depends,
imports, suggests or enhances
Complete documentation for localModel
Functions, R codes and Examples using
the localModel R package
Some associated functions: gaussian_kernel . identity_kernel . individual_surrogate_model . localModel . plot.local_surrogate_explainer . plot_interpretable_feature . print.local_surrogate_explainer .
Some associated R codes: helper_functions.R . kernels.R . localModel.R . local_surrogate.R . neighbourhood.R . plot_print.R . tree_discretizer.R . Full localModel package functions and examples
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