localModel {localModel} | R Documentation |
localModel: LIME-like explanations with interpretable features based on Ceteris Paribus profiles
Description
This package implements LIME-like explanation method (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.#'
Important functions
individual_surrogate_model
generates an explanation for a single prediction with
interpretable features based on Ceteris Paribus profiles.
plot.local_surrogate_explainer
plots the explanation.
[Package localModel version 0.5 Index]