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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>.

Version: 0.4.0.0
Depends: R (≥ 3.5.0)
Imports: spinifex (≥ 0.3.3), ggplot2, plotly, magrittr, shiny, shinythemes, shinycssloaders, DT, conflicted
Suggests: methods, tourr, lqmm, mvtnorm, gganimate, dplyr, tidyr, tictoc, beepr, knitr, testthat (≥ 3.0.0), rmarkdown
Published: 2023-11-08
DOI: 10.32614/CRAN.package.cheem
Author: Nicholas Spyrison ORCID iD [aut, cre]
Maintainer: Nicholas Spyrison <spyrison at gmail.com>
BugReports: https://github.com/nspyrison/cheem/issues
License: MIT + file LICENSE
URL: https://github.com/nspyrison/cheem/, https://nspyrison.github.io/cheem/
NeedsCompilation: no
Language: en-US
Materials: README NEWS
CRAN checks: cheem results

Documentation:

Reference manual: cheem.pdf
Vignettes: Getting started with cheem

Downloads:

Package source: cheem_0.4.0.0.tar.gz
Windows binaries: r-devel: cheem_0.4.0.0.zip, r-release: cheem_0.4.0.0.zip, r-oldrel: cheem_0.4.0.0.zip
macOS binaries: r-release (arm64): cheem_0.4.0.0.tgz, r-oldrel (arm64): cheem_0.4.0.0.tgz, r-release (x86_64): cheem_0.4.0.0.tgz, r-oldrel (x86_64): cheem_0.4.0.0.tgz
Old sources: cheem archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=cheem to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.