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 
[aut, cre],
Loris Michel [aut, ctb],
Meta-Lina Spohn [aut, ctb],
Jeffrey Näf [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: not available, r-release: Iscores_1.2.0.zip, r-oldrel: not available |
| 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:
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