diff options
| author | Peter Lo <peterloleungyau@gmail.com> | 2020-06-28 16:01:18 +0800 |
|---|---|---|
| committer | Ricardo Wurmus <rekado@elephly.net> | 2020-08-04 23:06:59 +0200 |
| commit | 763453e18e7080894a61c6e8e83e81a6da21fa76 (patch) | |
| tree | 2e93c42dac54f3949cf293df5b0637e0a388fc99 | |
| parent | a74f85407403c62890be672ac4b6f4ceac15c4a0 (diff) | |
gnu: Add r-iml.
* gnu/packages/cran.scm (r-iml): New variable.
Co-authored-by: Ricardo Wurmus <rekado@elephly.net>
Signed-off-by: Ricardo Wurmus <rekado@elephly.net>
| -rw-r--r-- | gnu/packages/cran.scm | 46 |
1 files changed, 46 insertions, 0 deletions
diff --git a/gnu/packages/cran.scm b/gnu/packages/cran.scm index f371e5f973..098b4ec77e 100644 --- a/gnu/packages/cran.scm +++ b/gnu/packages/cran.scm @@ -22686,3 +22686,49 @@ regression, time series, binary classification, classification, and information retrieval problems. It has zero dependencies and a consistent, simple interface for all functions.") (license license:bsd-3))) + +(define-public r-iml + (package + (name "r-iml") + (version "0.10.0") + (source + (origin + (method url-fetch) + (uri (cran-uri "iml" version)) + (sha256 + (base32 + "0xm3q42qahq798ilgg050df0mahhbdfd3fx3i7cpx606h38si0x7")))) + (properties `((upstream-name . "iml"))) + (build-system r-build-system) + (propagated-inputs + `(("r-checkmate" ,r-checkmate) + ("r-data-table" ,r-data-table) + ("r-formula" ,r-formula) + ("r-future" ,r-future) + ("r-future-apply" ,r-future-apply) + ("r-ggplot2" ,r-ggplot2) + ("r-gridextra" ,r-gridextra) + ("r-metrics" ,r-metrics) + ("r-prediction" ,r-prediction) + ("r-r6" ,r-r6))) + (native-inputs `(("r-knitr" ,r-knitr))) + (home-page "https://github.com/christophM/iml") + (synopsis "Interpretable machine learning") + (description + "This package provides interpretability methods to analyze the behavior +and predictions of any machine learning model. Implemented methods are: + +@itemize +@item Feature importance described by Fisher et al. (2018), +@item accumulated local effects plots described by Apley (2018), +@item partial dependence plots described by Friedman (2001), +@item individual conditional expectation ('ice') plots described by Goldstein + et al. (2013) @url{https://doi.org/10.1080/10618600.2014.907095}, +@item local models (variant of 'lime') described by Ribeiro et. al (2016), +@item the Shapley Value described by Strumbelj et. al (2014) + @url{https://doi.org/10.1007/s10115-013-0679-x}, +@item feature interactions described by Friedman et. al + @url{https://doi.org/10.1214/07-AOAS148} and tree surrogate models. +@end itemize +") + (license license:expat))) |