Package: vivo 0.2.1

Anna Kozak

vivo: Variable Importance via Oscillations

Provides an easy to calculate local variable importance measure based on Ceteris Paribus profile and global variable importance measure based on Partial Dependence Profiles.

Authors:Anna Kozak [aut, cre], Przemyslaw Biecek [aut, ths]

vivo_0.2.1.tar.gz
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vivo.pdf |vivo.html✨
vivo/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/modeloriented/vivo/issues

On CRAN:

explainable-aiexplainable-artificial-intelligenceexplainable-mlimlinterpretable-machine-learningvariable-importancexai

5.45 score 14 stars 7 scripts 220 downloads 2 mentions 4 exports 36 dependencies

Last updated 4 years agofrom:dda6ffbb11. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 21 2024
R-4.5-winOKNov 21 2024
R-4.5-linuxOKNov 21 2024
R-4.4-winOKNov 21 2024
R-4.4-macOKNov 21 2024
R-4.3-winOKNov 21 2024
R-4.3-macOKNov 21 2024

Exports:calculate_variable_splitcalculate_weightglobal_variable_importancelocal_variable_importance

Dependencies:clicodetoolscolorspaceDALEXfansifarverforeachggplot2gluegridExtragtableiBreakDowningredientsisobanditeratorskernelshaplabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerrlangscalestibbleutf8vctrsviridisLitewithr

Example of global variable importance

Anna Kozak

Rendered fromvignette_apartments_global.Rmdusingknitr::rmarkdownon Nov 21 2024.

Last update: 2020-07-01
Started: 2020-07-01

Example of local variable importance

Anna Kozak

Rendered fromvignette_apartments_local.Rmdusingknitr::rmarkdownon Nov 21 2024.

Last update: 2020-07-01
Started: 2020-07-01