counterfactuals: Counterfactual Explanations

Modular and unified R6-based interface for counterfactual explanation methods. The following methods are currently implemented: Burghmans et al. (2022) <doi:10.48550/arXiv.2104.07411>, Dandl et al. (2020) <doi:10.1007/978-3-030-58112-1_31> and Wexler et al. (2019) <doi:10.1109/TVCG.2019.2934619>. Optional extensions allow these methods to be applied to a variety of models and use cases. Once generated, the counterfactuals can be analyzed and visualized by provided functionalities.

Getting started

Package details

AuthorSusanne Dandl [aut, cre] (<https://orcid.org/0000-0003-4324-4163>), Andreas Hofheinz [aut], Martin Binder [ctb], Giuseppe Casalicchio [ctb]
MaintainerSusanne Dandl <dandls.datascience@gmail.com>
LicenseLGPL-3
Version0.1.6
URL https://github.com/dandls/counterfactuals
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("counterfactuals")

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counterfactuals documentation built on Oct. 17, 2024, 5:06 p.m.