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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 
[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:
Downloads:
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.
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