mstaniak/localExplanations: 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) <doi:10.1145/2939672.2939778>) in which interpretable inputs are created based on local rather than global behaviour of each original feature.

Getting started

Package details

MaintainerMateusz Staniak <m.staniak@mini.pw.edu.pl>
LicenseGPL
Version0.5
URL https://github.com/ModelOriented/localModel
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("remotes")
remotes::install_github("mstaniak/localExplanations")
mstaniak/localExplanations documentation built on Sept. 2, 2020, 3:52 p.m.