localModel (0.3.11)

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LIME-Based Explanations with Interpretable Inputs Based on Ceteris Paribus Profiles.

https://github.com/ModelOriented/localModel
http://cran.r-project.org/web/packages/localModel

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.

Maintainer: Mateusz Staniak
Author(s): Mateusz Staniak [aut, cre], Przemyslaw Biecek [aut], Krystian Igras [ctb], Alicja Gosiewska [ctb]

License: GPL

Uses: ggplot2, glmnet, ingredients, partykit, randomForest, testthat, knitr, rmarkdown, covr, DALEX

Released 7 months ago.


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