cheem: Interactively Explore Local Explanations with the Radial Tour

Given a non-linear model, calculate the local explanation. We purpose view the data space, explanation space, and model residuals as ensemble graphic interactive on a shiny application. After an observation of interest is identified, the normalized variable importance of the local explanation is used as a 1D projection basis. The support of the local explanation is then explored by changing the basis with the use of the radial tour <doi:10.32614/RJ-2020-027>; <doi:10.1080/10618600.1997.10474754>.

Package details

AuthorNicholas Spyrison [aut, cre] (<https://orcid.org/0000-0002-8417-0212>)
MaintainerNicholas Spyrison <spyrison@gmail.com>
LicenseMIT + file LICENSE
Version0.4.0.0
URL https://github.com/nspyrison/cheem/ https://nspyrison.github.io/cheem/
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("cheem")

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cheem documentation built on Nov. 9, 2023, 1:08 a.m.