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02/02: gnu: Add r-iml.
From: |
guix-commits |
Subject: |
02/02: gnu: Add r-iml. |
Date: |
Tue, 4 Aug 2020 17:07:44 -0400 (EDT) |
rekado pushed a commit to branch master
in repository guix.
commit 763453e18e7080894a61c6e8e83e81a6da21fa76
Author: Peter Lo <peterloleungyau@gmail.com>
AuthorDate: Sun Jun 28 16:01:18 2020 +0800
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>
---
gnu/packages/cran.scm | 46 ++++++++++++++++++++++++++++++++++++++++++++++
1 file changed, 46 insertions(+)
diff --git a/gnu/packages/cran.scm b/gnu/packages/cran.scm
index f371e5f..098b4ec 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)))