localModel

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

CRAN Package

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.


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