localModel

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localModel: LIME-like explanations with interpretable features based on Ceteris Paribus profiles

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.

Aliases
  • localModel
  • localModel-package
Documentation reproduced from package localModel, version 0.3.11, License: GPL

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