Package: CLIQUE 1.0.0

CLIQUE: Conditional Local Importance by Quantile Expectations

Provides methods for interpretable machine learning with an emphasis on local feature importance estimation. The package implements the CLIQUE framework for computing observation-level importance values. Additional tools are included for visualizing multi-class partial dependence relationships across predictors and response classes.

Authors:Kelvyn Bladen [aut, cre], Adele Cutler [aut], D. Richard Cutler [aut], Kevin R. Moon [aut]

CLIQUE_1.0.0.tar.gz
CLIQUE_1.0.0.zip(r-4.7-any)CLIQUE_1.0.0.zip(r-4.6-any)CLIQUE_1.0.0.zip(r-4.5-any)
CLIQUE_1.0.0.tgz(r-4.6-any)CLIQUE_1.0.0.tgz(r-4.5-any)
CLIQUE_1.0.0.tar.gz(r-4.7-any)CLIQUE_1.0.0.tar.gz(r-4.6-any)
CLIQUE_1.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
CLIQUE/json (API)

# Install 'CLIQUE' in R:
install.packages('CLIQUE', repos = c('https://kelvynbladen.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/kelvynbladen/clique/issues

Datasets:
  • concrete - Concrete Compressive Strength Data Set
  • lichen - Lichen data from the Current Vegetation Survey
  • long_mnist - The MNIST Digit Dataset pivoted longer
  • mnist - The MNIST Digit Dataset

On CRAN:

Conda:

3.60 score 1 stars 9 scripts 547 downloads 3 exports 78 dependencies

Last updated from:b4644b8c17. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK211
source / vignettesOK174
linux-releaseOK212
macos-releaseOK188
macos-oldrelOK159
windows-develOK170
windows-releaseOK144
windows-oldrelOK166
wasm-releaseOK111

Exports:cliqueclique_evalpdp_multiclass

Dependencies:caretclasscliclockcodetoolscpp11data.tablediagramdigestdplyre1071farverfastDummiesforeachfuturefuture.applygenericsggh4xggplot2globalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixModelMetricsnlmennetnumDerivparallellypdppillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6randomForestRColorBrewerRcpprecipesreshape2rlangrpartS7scalesshapesparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetinyplottzdbutf8vctrsviridisLitewithr