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Iscores: Proper Scoring Rules for Missing Value Imputation

Provides tools for evaluating and ranking missing value imputation methods using proper scoring rules. Implements the Energy-I-Score and the DR-I-Score for the assessment of deterministic, stochastic and multiple imputation methods for numerical and mixed datasets, following Näf et al. (2022) <doi:10.48550/arXiv.2106.03742> and Näf et al. (2025) <doi:10.48550/arXiv.2507.11297>.

Version: 1.2.0
Imports: energy, kernlab, pbapply, pbmcapply, ranger, scoringRules, stats
Suggests: knitr, mice, rmarkdown, spelling, testthat (≥ 3.0.0)
Published: 2026-06-08
DOI: 10.32614/CRAN.package.Iscores
Author: Krystyna Grzesiak ORCID iD [aut, cre], Loris Michel [aut, ctb], Meta-Lina Spohn [aut, ctb], Jeffrey Näf ORCID iD [aut, ctb]
Maintainer: Krystyna Grzesiak <krygrz11 at gmail.com>
License: GPL-3
URL: https://krystynagrzesiak.github.io/Iscores/
NeedsCompilation: no
Language: en-US
Materials: README
In views: MissingData
CRAN checks: Iscores results

Documentation:

Reference manual: Iscores.html , Iscores.pdf
Vignettes: Energy-I-Score: Implementation Details (source, R code)
Energy-I-Score: First Steps (source, R code)

Downloads:

Package source: Iscores_1.2.0.tar.gz
Windows binaries: r-devel: Iscores_1.2.0.zip, r-release: Iscores_1.2.0.zip, r-oldrel: Iscores_1.2.0.zip
macOS binaries: r-release (arm64): Iscores_1.2.0.tgz, r-oldrel (arm64): Iscores_1.2.0.tgz, r-release (x86_64): Iscores_1.2.0.tgz, r-oldrel (x86_64): Iscores_1.2.0.tgz
Old sources: Iscores archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=Iscores to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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