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