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localModel  

LIME-Based Explanations with Interpretable Inputs Based on Ceteris Paribus Profiles
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]
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 06 Apr. 2025.
Previous versions and publish date:
0.3.11 (2019-04-14 13:02), 0.3.12 (2019-12-18 23:50)
Other packages that cited localModel R package
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Complete documentation for localModel
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