localModel (0.3.11)

0 users

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


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.



  (0 votes)


  (0 votes)

Log in to vote.


No one has written a review of localModel yet. Want to be the first? Write one now.

Related packages:(20 best matches, based on common tags.)

Search for localModel on google, google scholar, r-help, r-devel.

Visit localModel on R Graphical Manual.