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DESCRIPTION
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Package: cheem
Title: Interactively Explore Local Explanations with the Radial Tour
Version: 0.4.0.0
Authors@R: c(
person("Nicholas", "Spyrison", role = c("aut", "cre"),
email = "[email protected]",
comment = c(ORCID = "https://orcid.org/0000-0002-8417-0212"))
)
Description: 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>.
Depends:
R (>= 3.5.0)
License: MIT + file LICENSE
URL: https://github.com/nspyrison/cheem/, https://nspyrison.github.io/cheem/
BugReports: https://github.com/nspyrison/cheem/issues
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
VignetteBuilder: knitr
Encoding: UTF-8
LazyData: true
Roxygen: list(markdown = TRUE, roclets=c('rd', 'collate', 'namespace'))
RoxygenNote: 7.2.3
Language: en-US
Config/testthat/edition: 3