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[bug#42104] [PATCH 2/2] gnu: Add r-iml.
From: |
Peter Lo |
Subject: |
[bug#42104] [PATCH 2/2] gnu: Add r-iml. |
Date: |
Sun, 28 Jun 2020 16:01:18 +0800 |
* gnu/packages/cran.scm (r-iml): New variable.
---
gnu/packages/cran.scm | 42 ++++++++++++++++++++++++++++++++++++++++++
1 file changed, 42 insertions(+)
diff --git a/gnu/packages/cran.scm b/gnu/packages/cran.scm
index ec290d4b69..12fc3fa011 100644
--- a/gnu/packages/cran.scm
+++ b/gnu/packages/cran.scm
@@ -22349,3 +22349,45 @@ 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
+ "Interpretability methods to analyze the behavior and
+predictions of any machine learning model. Implemented methods are:
+Feature importance described by Fisher et al. (2018)
+<arXiv:1801.01489>, accumulated local effects plots described by
+Apley (2018) <arXiv:1612.08468>, partial dependence plots described by
+Friedman (2001) <http://www.jstor.org/stable/2699986>, individual
+conditional expectation ('ice') plots described by Goldstein et
+al. (2013) <doi:10.1080/10618600.2014.907095>, local models (variant
+of 'lime') described by Ribeiro et. al (2016) <arXiv:1602.04938>, the
+Shapley Value described by Strumbelj et. al (2014)
+<doi:10.1007/s10115-013-0679-x>, feature interactions described by
+Friedman et. al <doi:10.1214/07-AOAS148> and tree surrogate models.")
+ (license license:expat)))
--
2.17.1